{"as_of":"2026-08-07T08:22:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:fbd28e7228b88127b606731e3b61f7958f5a5ef96abdcd2faae27fcba58ae369","coverage":[{"denominator":139,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":100,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T16:17:43.642357Z","state":"measured"},{"denominator":104,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":104,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":4,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":4,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T08:12:26.224850Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-06-30T11:44:38.709551Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"cited_work":{"arxiv_id":"2507.13966","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2507.13966","snapshot_observed_at":"2026-06-30T11:44:38.709551Z","title":"Bottom-up domain-specific superintelligence: A reliable knowledge graph is what we need.arXiv preprint arXiv:2507.13966","venue":null,"work_id":"b459e8b4-759f-422c-9f34-021dcb2b011b","year":2025},"citing_paper":{"arxiv_id":"2509.23330","last_updated":"2026-05-01T04:31:12Z","snapshot_observed_at":"2026-08-02T19:01:29.653423Z","submitted_at":"2025-09-27T14:34:19Z","title":"Structured In-context Environment Scaling for Large Language Model Reasoning","version":3},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-05-18T12:23:15.257737Z"},"links":{"cited_paper":"/paper/2507.13966","citing_paper":"/paper/2509.23330"},"observation_digest":"sha256:007d6daac6cccd28094d279224df21edbcf71fcb45b16ba2cfc1b63edbf0a197","observation_id":"6575998c-2f04-4d6b-a8dd-d6f20a80d4e6","resolution":{"observed_at":"2026-05-18T12:26:22.362624Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2507.13966","snapshot_observed_at":"2026-08-04T08:12:26.224850Z","title":"Bottom-up domain- specific superintelligence: A reliable knowledge graph is what we need,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2510.22052","last_updated":"2026-07-09T14:33:48Z","snapshot_observed_at":"2026-08-06T05:53:39.839408Z","submitted_at":"2025-10-24T22:21:08Z","title":"A Vision Toward Energy-Efficient Domain-Specific Artificial Intelligence Models and Agents","version":2},"reference_index":163,"source":"pdf_text","source_observed_at":"2026-08-04T08:12:26.224850Z"},"links":{"cited_paper":"/paper/2507.13966","citing_paper":"/paper/2510.22052"},"observation_digest":"sha256:6ccb874fca412bb1408ab92395d5fd9a03656aeff5023af4c8dcb8a5461a1197","observation_id":"59bca160-7a46-462a-9f98-2407c32d5783","resolution":{"observed_at":"2026-08-04T08:12:26.224850Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"cited_work":{"arxiv_id":"2507.13966","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2507.13966","snapshot_observed_at":"2026-06-30T11:44:38.709551Z","title":"Bottom-up domain-specific superintelligence: A reliable knowledge graph is what we need.arXiv preprint arXiv:2507.13966","venue":null,"work_id":"b459e8b4-759f-422c-9f34-021dcb2b011b","year":2025},"citing_paper":{"arxiv_id":"2602.12705","last_updated":"2026-04-07T11:35:36Z","snapshot_observed_at":"2026-07-06T22:45:44.135338Z","submitted_at":"2026-02-13T08:19:38Z","title":"MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs","version":4},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-15T22:52:30.992054Z"},"links":{"cited_paper":"/paper/2507.13966","citing_paper":"/paper/2602.12705"},"observation_digest":"sha256:39c63e55518d16a68205fd872d377409f1bbcc22f20c61c9917f47e428ec03f0","observation_id":"65141491-16ff-4eda-b575-b2b53e037d81","resolution":{"observed_at":"2026-05-15T22:56:50.394080Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"cited_work":{"arxiv_id":"2507.13966","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2507.13966","snapshot_observed_at":"2026-06-30T11:44:38.709551Z","title":"Bottom-up domain-specific superintelligence: A reliable knowledge graph is what we need.arXiv preprint arXiv:2507.13966","venue":null,"work_id":"b459e8b4-759f-422c-9f34-021dcb2b011b","year":2025},"citing_paper":{"arxiv_id":"2605.25183","last_updated":"2026-05-27T01:23:42Z","snapshot_observed_at":"2026-08-06T23:52:17.421350Z","submitted_at":"2026-05-24T17:23:41Z","title":"Knowledge Graph-Driven Expert-Level Reasoning for Neuroscience","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-06-30T11:36:03.804989Z"},"links":{"cited_paper":"/paper/2507.13966","citing_paper":"/paper/2605.25183"},"observation_digest":"sha256:93ffbbbd48f7353d52ed825bc7419fe9f63e8a2c1d6fb66a58cc786ba32de2c6","observation_id":"fda6aa4e-2ee3-41c2-bcb4-5631cc64913c","resolution":{"observed_at":"2026-06-30T11:44:38.711131Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2507.13966/citation-record","integrity":"/paper/2507.13966/integrity","json":"/paper/2507.13966/citation-record.json","paper":"/paper/2507.13966"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.109731Z","title":"Hello GPT-4o, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.109731Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:6211a1233633c2da5899b34e50c0566dd291960bf2e0888dd5978f6ad86606e2","observation_id":"60d472aa-c3dc-4899-acc5-050d67be4016","resolution":{"observed_at":"2026-08-06T16:17:41.109731Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.115480Z","title":"Introducing Claude 4","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.115480Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:8ad3ced07b90fedf3268b74d0ef8c1e1f6e228531c310cd0750c8b27c324d5e0","observation_id":"d403c4e9-a76a-4dd9-b0ee-68b8d1e23683","resolution":{"observed_at":"2026-08-06T16:17:41.115480Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.00838","last_updated":"2024-06-07T21:59:52Z","snapshot_observed_at":"2026-07-06T17:23:51.547578Z","submitted_at":"2024-02-01T18:28:55Z","title":"OLMo: Accelerating the Science of Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.00838","snapshot_observed_at":"2026-08-06T16:17:41.119830Z","title":"OLMo: Accelerating the Science of Language Models","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.119830Z"},"links":{"cited_paper":"/paper/2402.00838","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:0ae0a572b760418f524b7b68b3da6c001f87309700b6f32a89204d536dee11c6","observation_id":"809e6fba-0c79-4f0c-9e99-80245f912e23","resolution":{"observed_at":"2026-08-06T16:17:41.119830Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.05530","last_updated":"2024-12-16T17:39:39Z","snapshot_observed_at":"2026-07-06T17:41:42.995949Z","submitted_at":"2024-03-08T18:54:20Z","title":"Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.05530","snapshot_observed_at":"2026-08-06T16:17:41.124808Z","title":"Gemini 1.5: Unlocking Multimodal Under- standing Across Millions of Tokens of Context","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.124808Z"},"links":{"cited_paper":"/paper/2403.05530","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:158bc393bcd63f5a5b6c3445cf1a3bf4ed3ac69ba2b77b33f9b091ad6d6c9cdc","observation_id":"808549ba-dfb2-4c57-aac4-7f9471bc168e","resolution":{"observed_at":"2026-08-06T16:17:41.124808Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.19437","last_updated":"2025-02-18T17:26:38Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-12-27T04:03:16Z","title":"DeepSeek-V3 Technical Report","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.19437","snapshot_observed_at":"2026-08-06T16:17:41.129545Z","title":"DeepSeek-V3 Technical Report","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.129545Z"},"links":{"cited_paper":"/paper/2412.19437","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:8846481dafb25b1b9db39e35f416cb31cd5e3d38c43b21c5baccd36076e374c6","observation_id":"e5ec3b71-a1f7-42f3-a718-91890590ab27","resolution":{"observed_at":"2026-08-06T16:17:41.129545Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.04088","last_updated":"2024-01-08T18:47:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-01-08T18:47:34Z","title":"Mixtral of Experts","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.04088","snapshot_observed_at":"2026-08-06T16:17:41.134553Z","title":"Jiang, Alexandre Sablayrolles, Antoine Roux, Arthur Mensch, Blanche Savary, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Emma Bou Hanna, Florian Bressand, et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.134553Z"},"links":{"cited_paper":"/paper/2401.04088","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:30b396ce370bd0f5fd3c63524df63732cbeec66f90fe321b03e181b2ee1427b1","observation_id":"20bc372d-02b8-4725-8feb-141c347c4b43","resolution":{"observed_at":"2026-08-06T16:17:41.134553Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.09388","last_updated":"2025-05-14T13:41:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-05-14T13:41:34Z","title":"Qwen3 Technical Report","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.09388","snapshot_observed_at":"2026-08-06T16:17:41.140474Z","title":"Qwen3 Technical Report","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.140474Z"},"links":{"cited_paper":"/paper/2505.09388","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:637f413849525d7399d9a9bca4d66fbe0be11e26bbadfca37d137a09180a9aca","observation_id":"0ebcfec5-f278-4feb-9cb6-77d4b58b0949","resolution":{"observed_at":"2026-08-06T16:17:41.140474Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.145004Z","title":"The Llama 4 Herd: The Beginning of a New Era of Natively Multi- modal AI Innovation","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.145004Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:c66131959a6a090ce0add3bd3a381c2c130d16773d0ce8065491719bcc61b8f8","observation_id":"c8282d0a-962c-49b8-a87b-88940c1475cb","resolution":{"observed_at":"2026-08-06T16:17:41.145004Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.02427","last_updated":"2024-03-15T15:44:11Z","snapshot_observed_at":"2026-08-03T00:38:27.580701Z","submitted_at":"2023-09-05T17:56:20Z","title":"Cognitive Architectures for Language Agents","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.02427","snapshot_observed_at":"2026-08-06T16:17:41.149300Z","title":"Sumers, Shunyu Yao, Karthik Narasimhan, and Thomas L","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.149300Z"},"links":{"cited_paper":"/paper/2309.02427","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:3f5a780ffba98fb4dd04b4eb8b7c27537000272eef767f9d03bf5473ab46d960","observation_id":"c9d94212-fec4-45a5-9ea7-31473a23b886","resolution":{"observed_at":"2026-08-06T16:17:41.149300Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.03442","last_updated":"2023-08-06T00:21:19Z","snapshot_observed_at":"2026-07-06T15:13:13.695535Z","submitted_at":"2023-04-07T01:55:19Z","title":"Generative Agents: Interactive Simulacra of Human Behavior","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.03442","snapshot_observed_at":"2026-08-06T16:17:41.154030Z","title":"O’Brien, Carrie J","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.154030Z"},"links":{"cited_paper":"/paper/2304.03442","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:0fe8c2a2226000302f04a6f5d3ab0654adc4aebbeace67300208091ef156075d","observation_id":"a0df34d6-4587-4907-b614-5e08d250a5d7","resolution":{"observed_at":"2026-08-06T16:17:41.154030Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.158251Z","title":"Claude Code: Deep Coding at Terminal Velocity","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.158251Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:d1b88188b4c7043bd94a56d9251df9734b682e082dbab386ffc22a57222a2942","observation_id":"415478e9-2321-4baa-a582-e8ca2803a7f2","resolution":{"observed_at":"2026-08-06T16:17:41.158251Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.166662Z","title":"Introducing Codex","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.166662Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:409cbcd9bc60ff86f3856812fa8d603707d3d28cb53ee1c1573327715a4094cc","observation_id":"26449896-30ac-4f6d-b1c4-d719654f49fe","resolution":{"observed_at":"2026-08-06T16:17:41.166662Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.171331Z","title":"Introducing Deep Research","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.171331Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:a5e2da30bd8fb524b2398fed13fb8976e4fbbab21744337455f86511e5b58de0","observation_id":"d47af7bd-fd49-40df-8484-9d8caad2cf0f","resolution":{"observed_at":"2026-08-06T16:17:41.171331Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.175755Z","title":"Gemini Deep Research: Your Personal Research Assistant","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.175755Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:2a335c66622b5b7b027b658f75fb358a9767e59828a152aebe0fe0727718e05a","observation_id":"3153c95b-6670-49cd-9af3-7e2d1970aa49","resolution":{"observed_at":"2026-08-06T16:17:41.175755Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.179985Z","title":"Superintelligence: Paths, Dangers, Strategies","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.179985Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:d5c4d5528d94c082c2fd84bd8b3d531a49fcb136b46876d9cf3eb950b50c0995","observation_id":"c583414d-7e4e-485c-b7d6-2dba7ccb1fa4","resolution":{"observed_at":"2026-08-06T16:17:41.179985Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.09390","last_updated":"2023-12-14T23:07:33Z","snapshot_observed_at":"2026-07-06T17:02:09.539730Z","submitted_at":"2023-12-14T23:07:33Z","title":"Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.09390","snapshot_observed_at":"2026-08-06T16:17:41.184115Z","title":"Weak-to-Strong Generalization: Eliciting Strong Capabilities with Weak Supervision","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.184115Z"},"links":{"cited_paper":"/paper/2312.09390","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:e0726c2bfc09c9835022c4427a9e30cf40e90768aa479c4bb2909524b3927006","observation_id":"2fd19fc2-204b-4eb9-909e-f3e47ac33181","resolution":{"observed_at":"2026-08-06T16:17:41.184115Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.188752Z","title":"Highly Accurate Protein Structure Prediction with AlphaFold","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.188752Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:5884aae8f599fa67cedf2dde6e34803cc99f0202425251df87c1b855ef3c1fde","observation_id":"babab834-58b4-476e-a5c7-c7bdf4b62d22","resolution":{"observed_at":"2026-08-06T16:17:41.188752Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.192950Z","title":"Mankowitz, Andrea Michi, Anton Zhernov, Marco Gelmi, and Marco Selvi","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.192950Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:827fe9a3d8dca3b31ea7424e66ecc8300dbd274eabf07c6a778363578a14c3bc","observation_id":"31131d3b-3f4f-49bc-8b67-b68167a27f0b","resolution":{"observed_at":"2026-08-06T16:17:41.192950Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13131","last_updated":"2025-06-16T06:37:18Z","snapshot_observed_at":"2026-08-07T04:21:43.190472Z","submitted_at":"2025-06-16T06:37:18Z","title":"AlphaEvolve: A coding agent for scientific and algorithmic discovery","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13131","snapshot_observed_at":"2026-08-06T16:17:41.197204Z","title":"Wagner, Sergey Shirobokov, Borislav Kozlovskii, Francisco J","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.197204Z"},"links":{"cited_paper":"/paper/2506.13131","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:98aa5e36e593373586cc60ecf3dea23173d4a58c0296958c717f1d0f95a96432","observation_id":"c0a33c4a-f954-4a7f-865e-4109fa6388c2","resolution":{"observed_at":"2026-08-06T16:17:41.197204Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.201889Z","title":"AlphaGenome: AI for Better Understanding the Genome","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.201889Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:f7871f9b33dc6ae717324a852fd56490fca9cb3d0468199886fd718c03577e5a","observation_id":"2ea608df-9db2-47af-8f90-d5fbeec6b6c5","resolution":{"observed_at":"2026-08-06T16:17:41.201889Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.18864","last_updated":"2025-02-26T06:17:13Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-02-26T06:17:13Z","title":"Towards an AI co-scientist","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.18864","snapshot_observed_at":"2026-08-06T16:17:41.206167Z","title":"Towards an AI Co-Scientist","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.206167Z"},"links":{"cited_paper":"/paper/2502.18864","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:7695b8735a50dd47568f78488fca4c0ea50628bc203b7a24ad67f6ec562482f5","observation_id":"485b7507-d5e3-4326-8656-c418b228021f","resolution":{"observed_at":"2026-08-06T16:17:41.206167Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.210528Z","title":"Schoenholz, Muratahan Aykol, Gowoon Cheon, Ekin Dogus Cubuk, et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.210528Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:de356907bc1c8add9691fc8288e7f8af156472c4c6521c4b377ea027b249384d","observation_id":"bdcb45fd-bc5c-45ae-a24a-55ac54f30237","resolution":{"observed_at":"2026-08-06T16:17:41.210528Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.214690Z","title":"Durrant, Jerome Ku, Michael Poli, Greg Brockman, Daniel Chang, Gabriel A","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.214690Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:affef0be9a8d13c91ad7087bb1eb25bad1a0410e5644327d5cd7fb53ba47c304","observation_id":"6e104c32-a3b9-493f-b787-a448d94ffe8b","resolution":{"observed_at":"2026-08-06T16:17:41.214690Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2203.15556","last_updated":"2022-03-29T13:38:03Z","snapshot_observed_at":"2026-07-06T12:54:11.616335Z","submitted_at":"2022-03-29T13:38:03Z","title":"Training Compute-Optimal Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.15556","snapshot_observed_at":"2026-08-06T16:17:41.219061Z","title":"Rae, Oriol Vinyals, and Laurent Sifre","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.219061Z"},"links":{"cited_paper":"/paper/2203.15556","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:600dd6b7f2f705440ef8e394c791c7ddb32b857581f82d9b2e3a9e2d2a8870d1","observation_id":"e3b53a28-8a51-4527-8d8a-4b1d4f0a2899","resolution":{"observed_at":"2026-08-06T16:17:41.219061Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2005.14165","last_updated":"2020-07-22T19:47:17Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2020-05-28T17:29:03Z","title":"Language Models are Few-Shot Learners","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2005.14165","snapshot_observed_at":"2026-08-06T16:17:41.223817Z","title":"Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, et al","venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.223817Z"},"links":{"cited_paper":"/paper/2005.14165","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:4c2fd492b6aac35bf5b48fddb94e7687d5ebdae1e82f7af11b45beeb51a6fda0","observation_id":"f1ed2cbd-efab-47de-ac7f-bd0b41004c8d","resolution":{"observed_at":"2026-08-06T16:17:41.223817Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.03314","last_updated":"2024-08-06T17:35:05Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-08-06T17:35:05Z","title":"Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.03314","snapshot_observed_at":"2026-08-06T16:17:41.229985Z","title":"Scaling LLM Test-Time Compute Optimally Can Be More Effective Than Scaling Model Parameters","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.229985Z"},"links":{"cited_paper":"/paper/2408.03314","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:f8fea8802e175d45f0bd67437e2025e9c7b6b39bb8dbefa0eb683b128233f0a5","observation_id":"db84f609-2054-4dec-a4bb-3666526985ef","resolution":{"observed_at":"2026-08-06T16:17:41.229985Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.01707","last_updated":"2024-12-25T13:32:54Z","snapshot_observed_at":"2026-07-06T19:26:22.646942Z","submitted_at":"2024-10-02T16:15:31Z","title":"Interpretable Contrastive Monte Carlo Tree Search Reasoning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.01707","snapshot_observed_at":"2026-08-06T16:17:41.235276Z","title":"Interpretable Contrastive Monte Carlo Tree Search Reasoning","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.235276Z"},"links":{"cited_paper":"/paper/2410.01707","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:6c846279a172a4ba7722d46178e116d551ec3c98252d9edfde97935c9ce29e3f","observation_id":"9f94c12d-c8fe-48d6-bdac-2c5f449b04d8","resolution":{"observed_at":"2026-08-06T16:17:41.235276Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.19393","last_updated":"2025-03-01T06:07:39Z","snapshot_observed_at":"2026-07-06T20:29:11.710285Z","submitted_at":"2025-01-31T18:48:08Z","title":"s1: Simple test-time scaling","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.19393","snapshot_observed_at":"2026-08-06T16:17:41.240552Z","title":"s1: Simple Test-Time Scaling","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.240552Z"},"links":{"cited_paper":"/paper/2501.19393","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:1d505cf05caf68fba42d87709f431680d5e1199a5d9824850721984cc708c523","observation_id":"f4e283be-a2a4-40e1-8c43-d53f0e9a5fe3","resolution":{"observed_at":"2026-08-06T16:17:41.240552Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.12948","last_updated":"2026-01-04T03:57:36Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-01-22T15:19:35Z","title":"DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.12948","snapshot_observed_at":"2026-08-06T16:17:41.244847Z","title":"DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.244847Z"},"links":{"cited_paper":"/paper/2501.12948","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:918a09635dd0a5c8d317713015e39d6292f09ebd81a88fd0e66c6416711ef617","observation_id":"b9d01210-f6a6-4a0c-a78c-cb1e72ffc579","resolution":{"observed_at":"2026-08-06T16:17:41.244847Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.15124","last_updated":"2025-04-14T22:39:09Z","snapshot_observed_at":"2026-07-06T19:55:37.400185Z","submitted_at":"2024-11-22T18:44:04Z","title":"Tulu 3: Pushing Frontiers in Open Language Model Post-Training","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.15124","snapshot_observed_at":"2026-08-06T16:17:41.249260Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.249260Z"},"links":{"cited_paper":"/paper/2411.15124","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:ba4426de6727ae9e03b87a9d8eb957fccb6d59dae9084c414f42af3416cf6693","observation_id":"148fdb15-5dae-4095-b7df-3c3f37b10270","resolution":{"observed_at":"2026-08-06T16:17:41.249260Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2206.07682","last_updated":"2022-10-26T05:06:24Z","snapshot_observed_at":"2026-08-02T15:56:35.249569Z","submitted_at":"2022-06-15T17:32:01Z","title":"Emergent Abilities of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2206.07682","snapshot_observed_at":"2026-08-06T16:17:41.253676Z","title":"Chi, Tatsunori Hashimoto, Oriol Vinyals, Percy Liang, Jeff Dean, and William Fedus","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.253676Z"},"links":{"cited_paper":"/paper/2206.07682","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:09dde4ae25f5b20798ababa13325bc00f3a5246fc84e7053d2c65b64ad871007","observation_id":"38261320-6911-447b-bfb9-12bb303ef166","resolution":{"observed_at":"2026-08-06T16:17:41.253676Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.15004","last_updated":"2023-05-22T15:56:25Z","snapshot_observed_at":"2026-08-03T06:50:34.086794Z","submitted_at":"2023-04-28T17:52:11Z","title":"Are Emergent Abilities of Large Language Models a Mirage?","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.15004","snapshot_observed_at":"2026-08-06T16:17:41.258568Z","title":"Are Emergent Abilities of Large Language Models a Mirage? CoRR, abs/2304.15004, 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.258568Z"},"links":{"cited_paper":"/paper/2304.15004","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:244e1e9927a52a34321d839edd3ca4ba9aa74bad9d65ddd958459f5029908a4f","observation_id":"f2f400b3-2837-4189-a5ce-668effef067e","resolution":{"observed_at":"2026-08-06T16:17:41.258568Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.04388","last_updated":"2023-12-09T21:25:02Z","snapshot_observed_at":"2026-08-02T07:12:38.105035Z","submitted_at":"2023-05-07T22:44:25Z","title":"Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.04388","snapshot_observed_at":"2026-08-06T16:17:41.263158Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.263158Z"},"links":{"cited_paper":"/paper/2305.04388","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:6837b3546ebfa7a429c795d5fdd3deeab579b45c79db7441438bc2bf82064cd3","observation_id":"d704166e-0686-4521-88d8-4c0cbb6345ed","resolution":{"observed_at":"2026-08-06T16:17:41.263158Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2208.01066","last_updated":"2023-08-11T19:27:58Z","snapshot_observed_at":"2026-07-06T13:37:39.596081Z","submitted_at":"2022-08-01T18:01:40Z","title":"What Can Transformers Learn In-Context? A Case Study of Simple Function Classes","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2208.01066","snapshot_observed_at":"2026-08-06T16:17:41.267606Z","title":"What Can Transformers Learn In-Context? A Case Study of Simple Function Classes","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.267606Z"},"links":{"cited_paper":"/paper/2208.01066","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:903fa64e86365ba1007e38566f71fb7714d701aef8e23c3e8717e805257e2f7c","observation_id":"5c67e761-1f4e-45f8-b811-9a54c4d75257","resolution":{"observed_at":"2026-08-06T16:17:41.267606Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.03172","last_updated":"2023-11-20T23:09:34Z","snapshot_observed_at":"2026-07-06T15:51:12.179086Z","submitted_at":"2023-07-06T17:54:11Z","title":"Lost in the Middle: How Language Models Use Long Contexts","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.03172","snapshot_observed_at":"2026-08-06T16:17:41.272105Z","title":"Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.272105Z"},"links":{"cited_paper":"/paper/2307.03172","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:95ce8c41ad3140f04b2427f94739b85acd19686a331ece5423bb1715466a2275","observation_id":"408d8166-faee-46de-9b6c-9ba257f56abc","resolution":{"observed_at":"2026-08-06T16:17:41.272105Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.05946","last_updated":"2024-06-10T00:35:23Z","snapshot_observed_at":"2026-07-06T18:27:54.379381Z","submitted_at":"2024-06-10T00:35:23Z","title":"Safety Alignment Should Be Made More Than Just a Few Tokens Deep","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.05946","snapshot_observed_at":"2026-08-06T16:17:41.276241Z","title":"Safety Alignment Should Be Made More Than Just a Few Tokens Deep","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.276241Z"},"links":{"cited_paper":"/paper/2406.05946","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:cdd45da833c25362e84c0b232005324b9525771380e98160b8e3bd706f6dca9a","observation_id":"9ae33452-3424-450d-828d-01aac9f462c2","resolution":{"observed_at":"2026-08-06T16:17:41.276241Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.11831","last_updated":"2026-01-15T23:30:35Z","snapshot_observed_at":"2026-07-06T21:25:27.942187Z","submitted_at":"2025-05-17T04:34:48Z","title":"ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.11831","snapshot_observed_at":"2026-08-06T16:17:41.281266Z","title":"ARC- AGI-2: A New Challenge for Frontier AI Reasoning Systems","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.281266Z"},"links":{"cited_paper":"/paper/2505.11831","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:e583a4f33192ada34088db97aff796bddfb9529f9bb90c488477256685de2903","observation_id":"395a9f8a-5c1d-461c-a515-b08ccc6347c7","resolution":{"observed_at":"2026-08-06T16:17:41.281266Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.286169Z","title":"The Origin of Concepts","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.286169Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:edd65c1f18aa422796476c777c93f8611868cd58cfcdf41609123d00998ba2cb","observation_id":"1e71a387-e5f3-4a1b-9bda-b9fa0820e19f","resolution":{"observed_at":"2026-08-06T16:17:41.286169Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.290701Z","title":"Tenenbaum, Charles Kemp, Thomas L","venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.290701Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:d19b0dacfd865b8a75d66f5d7d669a9b57982828dc406d3949b0034395423014","observation_id":"b12c641f-dab6-404f-bd38-410470133a5b","resolution":{"observed_at":"2026-08-06T16:17:41.290701Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1604.00289","last_updated":"2016-11-02T17:26:50Z","snapshot_observed_at":"2026-07-06T04:51:29.179112Z","submitted_at":"2016-04-01T15:37:57Z","title":"Building Machines That Learn and Think Like People","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1604.00289","snapshot_observed_at":"2026-08-06T16:17:41.294931Z","title":"Lake, Tomer D","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.294931Z"},"links":{"cited_paper":"/paper/1604.00289","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:8c5eab3e16d7e9d972a093b3d9665d56d170778431392892061ea61b3e4d44f7","observation_id":"4beee7a9-c611-4da5-93a3-b396c365b688","resolution":{"observed_at":"2026-08-06T16:17:41.294931Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2006.08381","last_updated":"2020-06-15T13:06:29Z","snapshot_observed_at":"2026-08-04T06:57:43.444507Z","submitted_at":"2020-06-15T13:06:29Z","title":"DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.08381","snapshot_observed_at":"2026-08-06T16:17:41.299186Z","title":"Tenenbaum","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.299186Z"},"links":{"cited_paper":"/paper/2006.08381","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:28da6b065b38cc1659b783e2c4de701fce3b8b6391cca82e57dcc2fd7811f40f","observation_id":"d71f4d38-7c3f-44e2-b577-5dd941210ddd","resolution":{"observed_at":"2026-08-06T16:17:41.299186Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2001.11850","last_updated":"2020-02-04T01:10:16Z","snapshot_observed_at":"2026-08-04T00:37:53.309477Z","submitted_at":"2020-01-29T23:34:36Z","title":"Efficient Probabilistic Logic Reasoning with Graph Neural Networks","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2001.11850","snapshot_observed_at":"2026-08-06T16:17:41.303604Z","title":"Efficient Probabilistic Logic Reasoning with Graph Neural Networks","venue":null,"work_id":null,"year":2001},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.303604Z"},"links":{"cited_paper":"/paper/2001.11850","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:082ebd78e1a99aaed0107ad60c4ebc8187bffc9a5a91ae656de66b3596576998","observation_id":"45c4f16b-acea-480d-8954-a8eeeac1f478","resolution":{"observed_at":"2026-08-06T16:17:41.303604Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.308708Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.308708Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:a3ce89a378d503f1e39ae4d1f73da5bbaf2c41d1fb7a2d25680a3c3bdbe09306","observation_id":"09ed9df4-25b4-44d6-8a10-d2e5a879fc62","resolution":{"observed_at":"2026-08-06T16:17:41.308708Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.313354Z","title":"The Unified Medical Language System (UMLS): Integrating Biomedical Terminology","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.313354Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:0f5bbc44880e782be73fae3c0f73f4efa3f52b8cd43f540a0da2fbbdb364c772","observation_id":"84433131-c46c-4bed-b78f-7d94c8f8ec5d","resolution":{"observed_at":"2026-08-06T16:17:41.313354Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.317693Z","title":"QA- GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.317693Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:23d93bfb43bfbfcf274e074306983314a872ad4434af391b0d65e38bd8d5f6e0","observation_id":"d23739ce-038a-4656-9cd4-0fd5ff0a631a","resolution":{"observed_at":"2026-08-06T16:17:41.317693Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.321581Z","title":"International Statistical Classification of Diseases and Related Health Problems 10th Revision (ICD-10)","venue":null,"work_id":null,"year":1992},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.321581Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:7814222fa0ff868d31b0b6ca5724d4ef25719d80908e71f3bfca6e5038101b27","observation_id":"fff02550-bb61-4c57-b70d-7dbf20c6d6b8","resolution":{"observed_at":"2026-08-06T16:17:41.321581Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.325722Z","title":"DBpedia: A Nucleus for a Web of Open Data","venue":null,"work_id":null,"year":2007},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.325722Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:1c1ebf2307dac705e9b2c23a52bfd7a88ac9eff70fe5984c5847a779ebbd6d3e","observation_id":"7d6cd609-4905-4922-9b4f-1b1984c8a825","resolution":{"observed_at":"2026-08-06T16:17:41.325722Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.330488Z","title":"Introducing the Knowledge Graph: Things, Not Strings, 2012","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.330488Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:0a38364ee69a5a2dd24c432b9d2df1be783a985488379afa578ad84f5d73c00b","observation_id":"b6766bfb-da7d-449a-b7e9-c141f5c2df7d","resolution":{"observed_at":"2026-08-06T16:17:41.330488Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.335016Z","title":"Rindflesch","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.335016Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:156569ff7d88738eb95a02e14cb4796b1e37248d3b8258edc51e67f46e8456c4","observation_id":"d0d0ab8f-e0c3-4240-97d0-cef49ad9a8e4","resolution":{"observed_at":"2026-08-06T16:17:41.335016Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.339430Z","title":"Chen, Dexter Hadley, Ari Green, Pouya Khankhanian, and Sergio E","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.339430Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:6785642cd8b39e50dada9dbb292a9f2c9e56aef50339e4255052d8d5de59cf0a","observation_id":"19b5e468-9cb6-463f-8ac6-087888dd228f","resolution":{"observed_at":"2026-08-06T16:17:41.339430Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.343633Z","title":"Wishart, Yannick D","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.343633Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:d5c9ad6cb283ad70650f94bbb2d47ac3c7039c34e16d78f2a4665045e71e6a3c","observation_id":"aec51c7b-ed93-4b0e-9484-84dee9bc75ed","resolution":{"observed_at":"2026-08-06T16:17:41.343633Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.347792Z","title":"Gemini 2.5 Flash Model Card, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.347792Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:1f6f50d124dddecfb35aa4bec8c341ccccffa7f13229c037c6b5544bd459335e","observation_id":"1873ade7-14df-49d5-a9ed-c39eaea0a696","resolution":{"observed_at":"2026-08-06T16:17:41.347792Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.351772Z","title":"Gemini 2.5 Pro Model Card, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.351772Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:da820752cdb1cdc52ea414462298b53ae4b053771a74d4630d938258cb66aea5","observation_id":"500bb040-fbbc-4bd1-937f-8cd5dd6757cb","resolution":{"observed_at":"2026-08-06T16:17:41.351772Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.15115","last_updated":"2025-01-03T02:18:21Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-12-19T17:56:09Z","title":"Qwen2.5 Technical Report","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.15115","snapshot_observed_at":"2026-08-06T16:17:41.356083Z","title":"Qwen2.5 Technical Report","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.356083Z"},"links":{"cited_paper":"/paper/2412.15115","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:0116c821d60a7b62e4dcb365f799efc570e8b6d598641eb966be06cbc260e8a2","observation_id":"7ad62d70-b03f-4d7b-89a5-50c226e44fa0","resolution":{"observed_at":"2026-08-06T16:17:41.356083Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2203.11171","last_updated":"2023-03-07T17:57:37Z","snapshot_observed_at":"2026-07-06T12:50:22.773056Z","submitted_at":"2022-03-21T17:48:52Z","title":"Self-Consistency Improves Chain of Thought Reasoning in Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.11171","snapshot_observed_at":"2026-08-06T16:17:41.360823Z","title":"Self-Consistency Improves Chain of Thought Reasoning in Language Models","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.360823Z"},"links":{"cited_paper":"/paper/2203.11171","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:15ffab69f460af1324d5d691cc37dcb7b9059206b0145259139da38e5b1d4687","observation_id":"c3718a83-834d-44d3-be75-3cfec893ce5e","resolution":{"observed_at":"2026-08-06T16:17:41.360823Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.366424Z","title":"QwQ-32B: Embracing the Power of Reinforcement Learning, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.366424Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:33eb6e4469b3bd779d48e5b57de58ebd3f7cf4a2b170147199a3f8f8d624afc5","observation_id":"c8b59435-69c5-4532-9562-c9146a5ddc93","resolution":{"observed_at":"2026-08-06T16:17:41.366424Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2106.09685","last_updated":"2021-10-16T18:40:34Z","snapshot_observed_at":"2026-08-07T07:43:16.294957Z","submitted_at":"2021-06-17T17:37:18Z","title":"LoRA: Low-Rank Adaptation of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.09685","snapshot_observed_at":"2026-08-06T16:17:41.371924Z","title":"Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.371924Z"},"links":{"cited_paper":"/paper/2106.09685","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:b07583b098466dc9fafcf18b3deb775c06ed85c9a6ea83873f154fb33dd8a93a","observation_id":"aeb61969-929a-483a-b560-3e299319fba8","resolution":{"observed_at":"2026-08-06T16:17:41.371924Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.377278Z","title":"Introducing OpenAI o3 and o4-mini, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.377278Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:4d2b793cee03003bc1c92a3cfb1d8041f417f1f0f0b510dcae20c97730d69fe3","observation_id":"d721f6a4-8019-4d12-b8a6-95b7d127bc0b","resolution":{"observed_at":"2026-08-06T16:17:41.377278Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.381626Z","title":"Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.381626Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:aa068b550fbee7bc331d146279ec325e005bfcca3959bf7475711f219b29ee89","observation_id":"8a9ff7ce-8817-4559-9336-bfc99f0217d6","resolution":{"observed_at":"2026-08-06T16:17:41.381626Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.385776Z","title":"MedGemma Model Card | Health AI Developer Foundations | Google for Develop- ers, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.385776Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:ece6aa0218747ad5b884a4b457cbd6d5a2f4bce169b9a00d23388e520fdef401","observation_id":"c8c17416-676c-41d2-846a-89d271c87fd2","resolution":{"observed_at":"2026-08-06T16:17:41.385776Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.406231Z","title":"Sky-T1: Fully Open-Source Reasoning Model with o1-Preview Performance in $450 Budget, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.406231Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:1c677c8abfd14a8a69e46e58a42a5f32a281cd3ca9adeae745e60fe98ba95e7e","observation_id":"3f31cad2-27da-40e9-8a3e-eb1c4c33b86d","resolution":{"observed_at":"2026-08-06T16:17:41.406231Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.434923Z","title":"What Disease Does This Patient Have? A Large-Scale Open Domain Question Answering Dataset from Medical Exams","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.434923Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:6b91e3ecaa4bd11cac4562b9b785f059fc7a7442de6ed504dc1a538c858a4363","observation_id":"1eed84cd-cc25-4f3a-b7d8-f5344a188aec","resolution":{"observed_at":"2026-08-06T16:17:41.434923Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.469741Z","title":"MedMCQA : A Large- Scale Multi-Subject Multi-Choice Dataset for Medical Domain Question Answering","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.469741Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:65a9f595f2539835f9b9fc94af084af028d1bc0fd0f1458f6a2bc37a60ea5c3b","observation_id":"9be80d0b-07f9-428f-afda-ebbcfaf17f20","resolution":{"observed_at":"2026-08-06T16:17:41.469741Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.507060Z","title":"Measuring Massive Multitask Language Understanding","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.507060Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:c1517a9bfffa98781a6d2d9c2e46eaf32e0df47b6ce13b7db59d5e8ceaf2e96b","observation_id":"24d78a28-d69b-408f-8518-d3595e1bda89","resolution":{"observed_at":"2026-08-06T16:17:41.507060Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.562803Z","title":"PubMedQA: A Dataset for Biomedical Research Question Answering","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.562803Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:553e93432259a63f0c6435806046fb6fe65da8cb05038eca5a3dd2f5cb50c98a","observation_id":"b767ae7e-583b-4e66-b5ae-998bad6028fd","resolution":{"observed_at":"2026-08-06T16:17:41.562803Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.04550","last_updated":"2025-03-06T15:36:06Z","snapshot_observed_at":"2026-07-06T20:47:55.740290Z","submitted_at":"2025-03-06T15:36:06Z","title":"Benchmarking Reasoning Robustness in Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.04550","snapshot_observed_at":"2026-08-06T16:17:41.606874Z","title":"Benchmarking Reasoning Robustness in Large Language Models","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.606874Z"},"links":{"cited_paper":"/paper/2503.04550","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:05c168511f8a1f04ecf8040b4e76134e08fec5cb4434269586cc10bd6f441935","observation_id":"343f7b8a-0f47-48cc-a7ea-b84176a34a89","resolution":{"observed_at":"2026-08-06T16:17:41.606874Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.643731Z","title":"Longwell, Ian Hirsch, Fernando Binder, Galileo Arturo Gonzalez Conchas, Daniel Mau, Raymond Jang, Rahul G","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.643731Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:c0aefeb63c19b136b3973c50587924afbfbcd1b9e6cbe1d3404e79de6ffe64e3","observation_id":"52359923-fd43-4128-89fa-214101c18d15","resolution":{"observed_at":"2026-08-06T16:17:41.643731Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.04660","last_updated":"2025-03-03T18:23:47Z","snapshot_observed_at":"2026-07-06T19:28:43.743447Z","submitted_at":"2024-10-07T00:17:37Z","title":"KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.04660","snapshot_observed_at":"2026-08-06T16:17:41.677094Z","title":"KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.677094Z"},"links":{"cited_paper":"/paper/2410.04660","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:78419a5ffe1c66481343edc02835f61c2d3678b740d2ed55822d2fb5bc8a0061","observation_id":"9e7c3a91-35c0-40e9-9667-51653ded1053","resolution":{"observed_at":"2026-08-06T16:17:41.677094Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.704248Z","title":"Patterson, Matthew M","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.704248Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:bef914544143d9fc1bdb58666e61b73b7a319c8aa30a23a552c6f4ce942fdd90","observation_id":"9dc3352f-e32b-4289-858a-59cd452805ea","resolution":{"observed_at":"2026-08-06T16:17:41.704248Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.719952Z","title":"Selective UMLS Knowledge Infusion for Biomedical Question Answering","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.719952Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:710eac0f76215576320126b56bc3f48d317b106b4b786bafa5676c7660f64448","observation_id":"02caa930-2285-4eac-8964-787825440861","resolution":{"observed_at":"2026-08-06T16:17:41.719952Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.07960","last_updated":"2025-05-25T02:19:37Z","snapshot_observed_at":"2026-07-30T08:34:47.046912Z","submitted_at":"2024-05-13T17:38:53Z","title":"AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.07960","snapshot_observed_at":"2026-08-06T16:17:41.738528Z","title":"AgentClinic: A Multimodal Agent Benchmark to Evaluate AI in Simulated Clinical Environments","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.738528Z"},"links":{"cited_paper":"/paper/2405.07960","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:c4f5a85b25e7e997cb6a11c9b94a278382e29444b2d7bbae4691a0fd9954493a","observation_id":"c5bb2b06-3166-4d75-a326-6604a6cdc631","resolution":{"observed_at":"2026-08-06T16:17:41.738528Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.757045Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.757045Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:c325d12ad1b23a49c8146ab7898b73f99cc8d1a89a72eb6dd8bdd47508b62a65","observation_id":"228ad727-2f72-431d-96d2-40bab0998b8b","resolution":{"observed_at":"2026-08-06T16:17:41.757045Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.778397Z","title":"Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.778397Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:1e88645af29e0564dd368be361826c7347ae0eecb57722e0e96e654bcdc745f1","observation_id":"36bfa780-3432-4390-9327-f68e0b90dc6c","resolution":{"observed_at":"2026-08-06T16:17:41.778397Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.01145","last_updated":"2025-03-06T06:49:04Z","snapshot_observed_at":"2026-07-06T18:24:17.711867Z","submitted_at":"2024-06-03T09:38:28Z","title":"Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.01145","snapshot_observed_at":"2026-08-06T16:17:41.809430Z","title":"Explore then Determine: A GNN- LLM Synergy Framework for Reasoning over Knowledge Graph","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.809430Z"},"links":{"cited_paper":"/paper/2406.01145","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:4f6a6b1400682a20004816ea847b120b93513c20173f53dbe047e0d96828775b","observation_id":"3f2baecf-3189-416a-9115-1e325b68306c","resolution":{"observed_at":"2026-08-06T16:17:41.809430Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.831748Z","title":"A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.831748Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:00448456c26a425de065b600e991483a1df7447503e04120c3fccedcbb63fe26","observation_id":"708f1ac3-6c99-46d6-9018-abe614a41a75","resolution":{"observed_at":"2026-08-06T16:17:41.831748Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.14558","last_updated":"2025-03-31T21:04:11Z","snapshot_observed_at":"2026-07-06T16:36:55.519052Z","submitted_at":"2023-10-23T04:22:50Z","title":"AlpaCare:Instruction-tuned Large Language Models for Medical Application","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.14558","snapshot_observed_at":"2026-08-06T16:17:41.850697Z","title":"AlpaCare: Instruction-tuned Large Language Models for Medical Application","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.850697Z"},"links":{"cited_paper":"/paper/2310.14558","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:2717cbe320f9b845246e6ac54b3f21cafa15f42d5ae75badae226c13f00072dd","observation_id":"cf7f3de5-ac27-4bb0-a0bd-b3b42044c673","resolution":{"observed_at":"2026-08-06T16:17:41.850697Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.870206Z","title":"Smith, Daniel Khashabi, and Hannaneh Hajishirzi","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.870206Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:f1efb39dd8577df7208ca31506eaf0fb6ad8bfe455ab8b069ddd7a84601a78fd","observation_id":"299eb3df-ab52-49bd-a9a1-3ea9fa47d946","resolution":{"observed_at":"2026-08-06T16:17:41.870206Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.18925","last_updated":"2024-12-25T15:12:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-12-25T15:12:34Z","title":"HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.18925","snapshot_observed_at":"2026-08-06T16:17:41.893051Z","title":"HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.893051Z"},"links":{"cited_paper":"/paper/2412.18925","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:5b11264fb249091e84436d753f9fa500b655257930ffbf81269dda732e9ff24e","observation_id":"46f1b054-8a83-4ed3-8268-10b2be3eec20","resolution":{"observed_at":"2026-08-06T16:17:41.893051Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:41.914979Z","title":"How to Design, Create, and Evaluate an Instruction-Tuning Dataset for Large Language Model Training in Health Care: Tutorial From a Clinical Perspective","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:41.914979Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:672577f2fb744a2289bb8e4542f445a9f7d26ccda30590e415d2a52247ec8077","observation_id":"3b228041-e6d1-427d-b1d8-d72a55a8fa39","resolution":{"observed_at":"2026-08-06T16:17:41.914979Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2505.12495","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:47.921790Z","title":"KG-QAGen: A Knowledge-Graph-Based Framework for Systematic Question Generation and Long-Context LLM Evaluation","venue":null,"work_id":"ac082dfa-a389-4b7d-aac2-fabcd979724a","year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.017482Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:c79f2c675f19f2eb646d8ee1687ad4fcb78d9e0cdd002bf5830b2ac7e2eefe6d","observation_id":"e25d72ea-265a-459f-8fe5-9051306f7b12","resolution":{"observed_at":"2026-08-06T16:17:47.974899Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:42.121978Z","title":"Curriculum Learning","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.121978Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:ba6a601a8fe948677845f01e1ec555d2af817a62dd61e6f412aab8e35c84d7c9","observation_id":"bf9c440b-7e07-4b3c-995d-b7e0a1ff0927","resolution":{"observed_at":"2026-08-06T16:17:42.121978Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:42.222975Z","title":"Curriculum Learning: A Survey","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":82,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.222975Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:8a32c6e08e252abc8584e37258eebb96f16e9f2e84825cb673040a45e2dee234","observation_id":"e70fc8f1-fab8-4294-9dc4-b14052d41adb","resolution":{"observed_at":"2026-08-06T16:17:42.222975Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:42.315041Z","title":"Curriculum Learning: Theories, Approaches, Applications, Tools, and Future Directions in the Era of Large Language Models","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":83,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.315041Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:552b715f38cd16a6c7045a7b46e0d74af86066caa9678df430f6abc40c1618b3","observation_id":"0459df19-0e4d-437f-86df-340dcaaba760","resolution":{"observed_at":"2026-08-06T16:17:42.315041Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2502.15401","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:47.753032Z","title":"Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning","venue":null,"work_id":"ee5edfba-6b37-4f8b-9219-2e21624c9b59","year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":84,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.408116Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:87315571578683603a19216d4ee191b81006ebd4f534b3543ae2f8466d8be810","observation_id":"c5c5172d-f4f9-4cba-a63c-fc89d155ca83","resolution":{"observed_at":"2026-08-06T16:17:47.807107Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.21728","last_updated":"2025-05-30T08:02:49Z","snapshot_observed_at":"2026-07-06T19:41:19.700669Z","submitted_at":"2024-10-29T04:28:49Z","title":"Let's Be Self-generated via Step by Step: A Curriculum Learning Approach to Automated Reasoning with Large Language Models","version":4},"cited_work":{"arxiv_id":"2410.21728","doi":null,"metadata_source":"pith","pith_arxiv_id":"2410.21728","snapshot_observed_at":"2026-08-06T16:17:47.572976Z","title":"Let's Be Self-generated via Step by Step: A Curriculum Learning Approach to Automated Reasoning with Large Language Models","venue":"cs.CL","work_id":"e734af8e-06b6-4e5a-b09e-c4fac5db62b0","year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.532463Z"},"links":{"cited_paper":"/paper/2410.21728","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:e41a305801974b7479281fb7ae3e9fda75f2742afe88aab2a612db4d2427a65e","observation_id":"1ddbd2ae-5d37-4e4a-a103-e4a1357e8290","resolution":{"observed_at":"2026-08-06T16:17:47.634448Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.06186","last_updated":"2025-01-10T18:59:51Z","snapshot_observed_at":"2026-07-06T20:19:26.003822Z","submitted_at":"2025-01-10T18:59:51Z","title":"LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.06186","snapshot_observed_at":"2026-08-06T16:17:42.606542Z","title":"LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.606542Z"},"links":{"cited_paper":"/paper/2501.06186","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:2d61bbb7dcd5e7ea97e480fb31721be17d46634a7fe9ce502ef301dfda1215f2","observation_id":"33da6239-f19a-4d70-8677-09c1f26c3769","resolution":{"observed_at":"2026-08-06T16:17:42.606542Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.11643","last_updated":"2025-05-16T19:08:31Z","snapshot_observed_at":"2026-07-30T23:31:20.232398Z","submitted_at":"2025-05-16T19:08:31Z","title":"Can an Easy-to-Hard Curriculum Make Reasoning Emerge in Small Language Models? Evidence from a Four-Stage Curriculum on GPT-2","version":1},"cited_work":{"arxiv_id":"2505.11643","doi":null,"metadata_source":"pith","pith_arxiv_id":"2505.11643","snapshot_observed_at":"2026-08-06T16:17:47.436680Z","title":"Can an Easy-to-Hard Curriculum Make Reasoning Emerge in Small Language Models? Evidence from a Four-Stage Curriculum on GPT-2","venue":"cs.CL","work_id":"6477fb4f-dd23-4a4d-92a7-ac85bebaceac","year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":87,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.693259Z"},"links":{"cited_paper":"/paper/2505.11643","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:2d36df5e4ae8ce8eb9b8d4788a3de21dee36d828cf9f413040a4e141a228db14","observation_id":"dd6feb12-bbba-4bef-a5bc-813227719212","resolution":{"observed_at":"2026-08-06T16:17:47.485766Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.10194","last_updated":"2024-07-14T13:32:24Z","snapshot_observed_at":"2026-08-05T05:50:30.509128Z","submitted_at":"2024-07-14T13:32:24Z","title":"Curriculum Learning for Small Code Language Models","version":1},"cited_work":{"arxiv_id":"2407.10194","doi":null,"metadata_source":"pith","pith_arxiv_id":"2407.10194","snapshot_observed_at":"2026-08-06T16:17:47.295058Z","title":"Curriculum Learning for Small Code Language Models","venue":"cs.LG","work_id":"01285ef0-e502-43b7-957a-529fadc66e88","year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.766893Z"},"links":{"cited_paper":"/paper/2407.10194","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:92b557a529280824e836f6c62950078f2488c26c4ea280906cf678b51df6e684","observation_id":"ab651607-4378-40ee-8418-bb4a3a0ca1e7","resolution":{"observed_at":"2026-08-06T16:17:47.330820Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.07640","last_updated":"2025-04-19T13:53:05Z","snapshot_observed_at":"2026-07-06T20:34:48.850154Z","submitted_at":"2025-02-11T15:27:35Z","title":"Goedel-Prover: A Frontier Model for Open-Source Automated Theorem Proving","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.07640","snapshot_observed_at":"2026-08-06T16:17:42.830614Z","title":"Goedel-Prover: A Frontier Model for Open- Source Automated Theorem Proving","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.830614Z"},"links":{"cited_paper":"/paper/2502.07640","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:2194ea7cdbb937ff2a1d85f724ebdcb548c8366906bf14cf00aa30c755570d07","observation_id":"14ea29d2-ebf9-4a93-86ae-c63c3f001253","resolution":{"observed_at":"2026-08-06T16:17:42.830614Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:42.911898Z","title":"Trinh, Miroslav Olšák, Xiaomeng Yang, Hoang Nguyen, Marcelo Menegali, Junehyuk Jung, Vikas Verma, Quoc V","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":90,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.911898Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:e78c7f6b9ccf7844625dc15fdc62da2a8d919951b8c1178343c3b88d8d547f2b","observation_id":"972495fc-162d-4ff2-bd0a-9276c88e20b7","resolution":{"observed_at":"2026-08-06T16:17:42.911898Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.19501","last_updated":"2025-06-02T21:31:08Z","snapshot_observed_at":"2026-07-06T21:30:18.842268Z","submitted_at":"2025-05-26T04:28:46Z","title":"Toward Scientific Reasoning in LLMs: Training from Expert Discussions via Reinforcement Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.19501","snapshot_observed_at":"2026-08-06T16:17:42.986386Z","title":"Toward Scientific Rea- soning in LLMs: Training from Expert Discussions via Reinforcement Learning","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":91,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:42.986386Z"},"links":{"cited_paper":"/paper/2505.19501","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:ea7ac6145e60359aada2dc0622dbb13b1fc1a84ca45ffa303ccf68b880db510b","observation_id":"061e31b1-ba24-4b77-b94f-eef42f8dd929","resolution":{"observed_at":"2026-08-06T16:17:42.986386Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2211.04325","last_updated":"2024-06-04T22:09:46Z","snapshot_observed_at":"2026-07-06T14:15:48.224901Z","submitted_at":"2022-10-26T00:28:40Z","title":"Will we run out of data? Limits of LLM scaling based on human-generated data","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2211.04325","snapshot_observed_at":"2026-08-06T16:17:43.060987Z","title":"Will We Run Out of Data? Limits of LLM Scaling Based on Human-Generated Data","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":92,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.060987Z"},"links":{"cited_paper":"/paper/2211.04325","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:4298328bd45f60655b330a8a193e71155f83f6b065939a963ee8cc6411fb4a63","observation_id":"5468e308-bcc6-4515-8258-05aa1c0a1120","resolution":{"observed_at":"2026-08-06T16:17:43.060987Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.13837","last_updated":"2025-11-24T06:11:04Z","snapshot_observed_at":"2026-07-06T21:11:34.701779Z","submitted_at":"2025-04-18T17:59:56Z","title":"Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.13837","snapshot_observed_at":"2026-08-06T16:17:43.153925Z","title":"Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? CoRR, abs/2504.13837, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":93,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.153925Z"},"links":{"cited_paper":"/paper/2504.13837","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:9af65b9da7d9f0d5614ff7893d4142bd9434ade33b540d834cf7de0ba4e6f1b4","observation_id":"ebc7bbf3-6f09-4ace-824a-c6df0e0ef52d","resolution":{"observed_at":"2026-08-06T16:17:43.153925Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:43.248344Z","title":"Generative AI’s Crippling and Widespread Inability to Reason","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":94,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.248344Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:621abfa8f3d5193f8b4271e5a0ca93730216f287dbfc55b25ece009775752d6f","observation_id":"92dd4ef0-d2f0-4a50-83bd-109d3573a848","resolution":{"observed_at":"2026-08-06T16:17:43.248344Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:43.307011Z","title":"AI 2027: We Predict That the Impact of Superhuman AI Over the Next Decade Will Be Enormous, Exceeding That of the Industrial Revolution, Apr","venue":null,"work_id":null,"year":2027},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":95,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.307011Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:db001bc54988557c31e87e517dfebdd92524a5c5afea559e50b295133618a530","observation_id":"92f0a813-e742-4fc0-84a0-ff51079b2408","resolution":{"observed_at":"2026-08-06T16:17:43.307011Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:43.391064Z","title":"Society of Mind","venue":null,"work_id":null,"year":1986},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":96,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.391064Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:c10f24c9a1b27ce77c7b54f02ea3f4fb4aeb654e11ae6cd8f033f33b71afd53a","observation_id":"d2ff502a-eb07-4959-9884-d8fa069662c4","resolution":{"observed_at":"2026-08-06T16:17:43.391064Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.20050","last_updated":"2023-05-31T17:24:00Z","snapshot_observed_at":"2026-08-05T13:11:04.104454Z","submitted_at":"2023-05-31T17:24:00Z","title":"Let's Verify Step by Step","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.20050","snapshot_observed_at":"2026-08-06T16:17:43.441507Z","title":"Let’s Verify Step by Step","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":97,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.441507Z"},"links":{"cited_paper":"/paper/2305.20050","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:48558c7ea440db69bc13a8c4601ed1855f7616432bc25502904e67eec667489f","observation_id":"eeafb1a5-1a35-4bb6-99c3-e9c2a02ae370","resolution":{"observed_at":"2026-08-06T16:17:43.441507Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:43.539719Z","title":"The Path to Medical Superintelligence, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":98,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.539719Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:e5a06902223d268f04114309bb4286827feb4c650412b797c0e8b46bbea19314","observation_id":"831304a9-a95a-4fbc-8061-dfcca0b6d0b9","resolution":{"observed_at":"2026-08-06T16:17:43.539719Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T16:17:43.569732Z","title":"Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":99,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.569732Z"},"links":{"citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:0cd08136a255a270e19690521962d5ebb0c2ce7e9d0cf08dc8ed7bdeccfd31d4","observation_id":"fb99996f-53b8-4e63-bf2f-5e40351d8160","resolution":{"observed_at":"2026-08-06T16:17:43.569732Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.13375","last_updated":"2023-04-12T16:48:39Z","snapshot_observed_at":"2026-07-06T15:07:11.623462Z","submitted_at":"2023-03-20T16:18:38Z","title":"Capabilities of GPT-4 on Medical Challenge Problems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.13375","snapshot_observed_at":"2026-08-06T16:17:43.642357Z","title":"Capa- bilities of GPT-4 on Medical Challenge Problems","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need","version":2},"reference_index":100,"source":"pdf_text","source_observed_at":"2026-08-06T16:17:43.642357Z"},"links":{"cited_paper":"/paper/2303.13375","citing_paper":"/paper/2507.13966"},"observation_digest":"sha256:d0416c5c8f60539f235620f091fd1627d0286a5161b6fea2da47947ae859754f","observation_id":"2eb8c480-3c2e-4282-95f4-f0264d0d0e14","resolution":{"observed_at":"2026-08-06T16:17:43.642357Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2507.13966","last_updated":"2025-09-01T20:28:13Z","latest_version":2,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-06T19:48:02.316765Z","submitted_at":"2025-07-18T14:30:08Z","title":"Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need"},"reference_resolution":{"displayed":100,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":95,"verified_exact":5,"verified_fuzzy":0},"total_outbound_references":139},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 100 of 139 outbound references and 4 inbound Pith citation observations for arXiv:2507.13966."}