{"as_of":"2026-08-09T09:26:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:d25e5b506b7ca515db1369b901189453729b8627989b2c0b77bafd14c24a859b","coverage":[{"denominator":59,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":59,"source":"paper_references, paper_reference_links","source_observed_at":"2026-06-26T17:46:11.451817Z","state":"measured"},{"denominator":59,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":59,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2606.19857/citation-record","integrity":"/paper/2606.19857/integrity","json":"/paper/2606.19857/citation-record.json","paper":"/paper/2606.19857"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2602.15763","last_updated":"2026-02-24T10:44:44Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2026-02-17T17:50:56Z","title":"GLM-5: from Vibe Coding to Agentic Engineering","version":2},"cited_work":{"arxiv_id":"2602.15763","doi":"10.48550/arxiv.2602.15763","metadata_source":"pith","pith_arxiv_id":"2602.15763","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"GLM-5: from Vibe Coding to Agentic Engineering","venue":"cs.LG","work_id":"ad29b1a2-bf77-46b3-9ead-fb62b1d2c6fe","year":2026},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"cited_paper":"/paper/2602.15763","citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:fc4bbda01e266fe3f39f9098363ee49d594869af0c29cc3e2e50ea33bb12decc","observation_id":"80134a7c-12ff-4d15-a8e7-32ea4f018c55","resolution":{"observed_at":"2026-07-04T03:39:30.538254Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.02276","last_updated":"2026-02-02T16:17:38Z","snapshot_observed_at":"2026-07-06T22:44:09.804048Z","submitted_at":"2026-02-02T16:17:38Z","title":"Kimi K2.5: Visual Agentic Intelligence","version":1},"cited_work":{"arxiv_id":"2602.02276","doi":"10.48550/arxiv.2602.02276","metadata_source":"pith","pith_arxiv_id":"2602.02276","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Kimi K2.5: Visual Agentic Intelligence","venue":"cs.CL","work_id":"d690be8f-5d53-49b0-b1e7-79668eb8fcdb","year":2026},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"cited_paper":"/paper/2602.02276","citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:88d2aa5317357528c1da187b84f94fbb10fba15b9eb05ea26bb7623be07b63cc","observation_id":"b7f5d6ce-f9aa-4482-ab04-ebaa70d2a14d","resolution":{"observed_at":"2026-07-04T03:39:30.538025Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-07T20:38:24.673777+00:00","source":"crossref_status_cache"},{"observed_at":"2026-08-07T20:38:24.673777+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2602.21221","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-04T03:39:30.533106Z","title":"InProceedings of the 2023 Conference on Empirical Methods in Natu- ral Language Processing, pages 6342–6353, Singa- pore","venue":null,"work_id":"0e78f659-5dc5-4d76-a18c-423e7b8766bc","year":2023},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:8766210bdebeb75f2f31b051220c72796a64d1c3932ef8f573b937e2773d3d95","observation_id":"86f916e2-e807-4471-b878-ca056b40a7a1","resolution":{"observed_at":"2026-07-04T03:39:30.535160Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.11905","last_updated":"2024-10-14T23:25:13Z","snapshot_observed_at":"2026-08-07T05:33:39.200301Z","submitted_at":"2024-10-14T23:25:13Z","title":"A Scalable Communication Protocol for Networks of Large Language Models","version":1},"cited_work":{"arxiv_id":"2410.11905","doi":"10.48550/arxiv.2410.11905","metadata_source":"arxiv_reference","pith_arxiv_id":"2410.11905","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2410.11905 , year =","venue":"arXiv (Cornell University)","work_id":"611e2559-d9ee-4b26-a5ef-6865e548d65a","year":2024},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"cited_paper":"/paper/2410.11905","citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:9cf249109a0e92cc3dc416b13e56931cf0ba23e1501f98884b2aac2765fdabe1","observation_id":"c9b7a5a2-e872-45fe-95d9-97eed54da527","resolution":{"observed_at":"2026-07-04T03:39:30.541835Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.08560","last_updated":"2024-02-12T18:59:46Z","snapshot_observed_at":"2026-08-09T03:13:16.831626Z","submitted_at":"2023-10-12T17:51:32Z","title":"MemGPT: Towards LLMs as Operating Systems","version":2},"cited_work":{"arxiv_id":"2310.08560","doi":"10.48550/arxiv.2310.08560","metadata_source":"pith","pith_arxiv_id":"2310.08560","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"MemGPT: Towards LLMs as Operating Systems","venue":"cs.AI","work_id":"2698f5ad-c84c-40ca-b839-0912dae10ba2","year":2023},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"cited_paper":"/paper/2310.08560","citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:2dc1bddfa253497c277621cf6d485b664fa42ff66315e6cdea91b24282e81534","observation_id":"1e13986e-9efe-45da-a309-c524bccf546d","resolution":{"observed_at":"2026-07-04T03:39:30.531900Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-07-13T15:49:35.543803+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-13T15:49:35.543803+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2307.09288","last_updated":"2023-07-19T17:08:59Z","snapshot_observed_at":"2026-08-07T12:56:43.323460Z","submitted_at":"2023-07-18T14:31:57Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","version":2},"cited_work":{"arxiv_id":"2307.09288","doi":"10.24963/ijcai.2025/706","metadata_source":"pith","pith_arxiv_id":"2307.09288","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","venue":"cs.CL","work_id":"68a5177f-d644-44c1-bd4f-4e5278c22f5d","year":2023},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"cited_paper":"/paper/2307.09288","citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:f0fbe2d555ad96bba62bfa56279dd1b8fe1d8075364c9ee3ffce011ef32f7e3e","observation_id":"bc701c50-631b-493c-a238-7a05fb77b924","resolution":{"observed_at":"2026-07-04T03:39:30.528904Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.12110","last_updated":"2025-10-08T01:46:37Z","snapshot_observed_at":"2026-08-03T02:27:06.991396Z","submitted_at":"2025-02-17T18:36:14Z","title":"A-MEM: Agentic Memory for LLM Agents","version":11},"cited_work":{"arxiv_id":"2502.12110","doi":"10.48550/arxiv.2502.12110","metadata_source":"pith","pith_arxiv_id":"2502.12110","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"A-MEM: Agentic Memory for LLM Agents","venue":"cs.CL","work_id":"3b98feb2-fdb1-479a-bbe4-2c298a4592e2","year":2025},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"cited_paper":"/paper/2502.12110","citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:6e6653a89c7c67db4c16bfe2a07c88090de4b7f703b6356945d3067ae4c7a9d2","observation_id":"4e727880-4604-4ef8-a295-a5fabc532be1","resolution":{"observed_at":"2026-07-04T03:39:30.521949Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2507.02259","last_updated":"2026-07-29T12:55:39Z","snapshot_observed_at":"2026-08-06T20:31:23.587108Z","submitted_at":"2025-07-03T03:11:50Z","title":"MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent","version":2},"cited_work":{"arxiv_id":"2507.02259","doi":"10.48550/arxiv.2507.02259","metadata_source":"pith","pith_arxiv_id":"2507.02259","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent","venue":"cs.CL","work_id":"ac66fe72-b869-4874-8a9d-c110b849da0c","year":2025},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"cited_paper":"/paper/2507.02259","citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:3c59bbb4cd9b08ba5c5cde8213dcd933be149fa1eea8b0b483c63d99933492dd","observation_id":"00386365-825b-4496-9902-77faa1438fb1","resolution":{"observed_at":"2026-07-04T03:39:30.531572Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-06-26T17:46:11.451817Z","title":"Symbolic prompting is another nearby direction","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:83886349721f3518bced2c58229630c0a880b8300e2e461f2c98859e305dbb3f","observation_id":"e89f6485-c453-4cd7-9194-7ec822c718e5","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"LLM-native high-density communication language","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:924ca0ef9a331084414353be0c0be16dbbe949f02ca8363bda243ed5fba21581","observation_id":"447bcce4-98d4-4122-bfea-e70e92573d17","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":",→ ,→ ,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:e19cdd309169ede63102062fab77a119d5789cc5cfc11fbe83d3f85047f887a7","observation_id":"c48a2aa7-9fd8-4866-b049-dabd9dd36191","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":",→ ,→ ,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:8fa1acf9e5816cc290ec55e05678d4e543d0aaa6c9ecdc624df219e752fb1e49","observation_id":"4982f2b2-4b40-4780-a7c5-6748bafb1438","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Dynamically invent the most token-efficient special single-character separators/anchors for the text you are processing","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:aed4338d264385dd07a192ef6a9445b204c8c6a4fee241a84b76686ad8f2819d","observation_id":"9b8c206b-ddbf-44f6-a504-425ba2f2ae93","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Do not confuse ownership or dependency relations","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:00e57da0af11053eef650a9302029103bdbab68e4367dbd4b7420c65b8823122","observation_id":"38f4faed-d6e9-4c8c-b6d4-db4901f60694","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Estimation or rounding is strictly forbidden","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:23be00bc6aad3d7adad1f1a04795765f180509e5398b51f419320e09ade319a3","observation_id":"d65feb16-d25f-4bdb-9c30-931994ae9bf0","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:c86f15e0f0b1fea3c3c6354bb7831e494c08f1dc6728c090d8d99ac7dcd2efb2","observation_id":"f4d223ce-ed31-45fb-a4ad-17991d81bd27","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:64c960f8fc7a4442edf3e9ae35cc4b294a16e4c5c880e9457b2651524d791478","observation_id":"50c369fc-0c6e-4998-b3f9-322373dc71c8","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"adaptive Babel-Telegraph","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:fdce382cec22ff509ea03592e2eab52e0578ed6d9a8ea88d01215767353df8b1","observation_id":"262fd986-557d-44d6-a9c2-dcad75dae3cd","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:7e9c49ae9ea0738218b95fe672ac3b6e20ddaa4869868841bd9f67fc35c83f99","observation_id":"9021d06c-1bee-4b98-be9b-10b0314f7b71","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:6039b07efc6df6fa79de76233c576987deb32f72ac2b01cc2e694b6cd2e2f8c1","observation_id":"1b39583f-056e-47d1-ad2d-fd3333d9500f","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Do not wrap them in token-costly JSON/array brackets","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:65dc96a994bbfed384dda18ab9ad30d89be5bb88adb4e211a14f5e32a5bd963b","observation_id":"570d2586-0925-4728-8e60-ae59405fa756","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Babel-Telegraph","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:2386d76ad12126251bbd5cb0ebead71bbcf1f2ba46eb776dc89a193be9b4aaed","observation_id":"cbf680f1-8df5-42a3-a7ac-b26c3d7965ad","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"NEVER interpolate missing data; use`@Uncertain`for ambiguous estimates","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:2bf3163789ef480b4e768aa0e784dff890d3d41bc7ebfcd1d7c55c3558003d25","observation_id":"1a56d3b4-09d6-4140-a8e6-321d627d93eb","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"LLM-native high-density communication language","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:5616f62690050cb2531e820e2199aad639dd145d3b553b6fec74778b752658e0","observation_id":"a6fe1d59-b248-4202-8973-5db10957deaf","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Babel-Telegraph","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:316e93310a50042b5a6f00f66b2b500114cf9562ac694ba986db45d22a8482f4","observation_id":"dbddf178-c846-41db-b7c0-84a5abc1de9c","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Babel-Telegraph","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:ae13034b16e7e2f3692e6ad11dc8f3573215f06a6034ae224cc75da5190edcf6","observation_id":"48adda2f-916c-45ee-9621-864dc81404b8","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"On first occurrence,`@[abbrev=full name]`may be used to define abbreviations","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:9b81335c54fc910ac2496feaf84e4b2daf4fa8b8169db70df59c1d9c6cf26bda","observation_id":"0dcebb6f-4c0f-4929-be84-1d4599347ad8","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Flatten parallel items as`[A,B,C]`.,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:a359b044e6cde0ed3a2ef81e6c96e9cd6bc78ed094e351956e431a70d282b397","observation_id":"9ee0693b-170a-426d-ace6-4279c49c1879","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Never estimate","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:9b32a40f2b88a7bad0ff5de1e44da744f233404fbdaea464186a43984991f64c","observation_id":"97b4cebd-757e-4422-952c-bfc5e3a360c3","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"For relative relations, use`>,<,==,!=,=>,<=>`.,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:3c408b731fc6b1937efbad4ec4865da859284534cb07685eb152913b8d9b59f3","observation_id":"cba2eb91-711d-4e48-a5c8-4d0aada17582","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Use `forallparent:{child1,child2}`for nesting/hierarchy.,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:ea6f64accba868c6089fc66e5707db1b32db743cecbfcf0113c50f53a68587ac","observation_id":"48eee777-9836-4f45-b230-db9df6d67cff","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Use`!object:detail`for exceptions/boundaries","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:7fa1d187b299b818f9841f5776b203ecc8169242a81dc7df9211c66eb6d072df","observation_id":"246d3085-500f-47a9-8f20-4fa0d3027902","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:6864a16cfd25878e03663e8e552f9ec568a8ec20eae0bdd3eb186af1b9d845e2","observation_id":"e2503b4a-85e8-4f20-be98-a200693eab12","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Strictly use`NULL`or`?`for missing data","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:7b20eadd0002b42f386c83b57521d850b100c4fdb835d22444b60ad0da6afd3c","observation_id":"2b8cc10b-585e-47b0-915a-38fc3b1385bf","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Extract `Meta:[K=V]`and define acronyms via `Def:[Term=FullName]`on first use","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:32e817265e678ba1fd0a56e6a81d6c8a6452695c795900a787686eba390be3fc","observation_id":"35b09867-6d9e-4a15-b8eb-4508f50104da","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Flatten parallel items into arrays`[A, B]`","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:c8a238ade2a8384354b92ab8029ad45cc64823ff260d79d194bbc49550b36261","observation_id":"fe4b2511-4f73-4e82-9441-2e266558fc8f","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":",→ ,→ ,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:1bc34ab7e5351b42c8b135089026595bc36d30074159285eba8ba306c7c7367d","observation_id":"639de229-53d7-4bde-ab3b-61151a5f85e6","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Use (`>,<,=,->,!=`) for relative or causal relations","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:4410407fb90bff99bad27deda86d39556298904d20fcf72fb4b16c0c43c9f488","observation_id":"8258920e-9657-4f24-b938-a3490965d5af","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:a1fff3a767f3c0f9e08f79783bd1beded689c6eca1cf0766b7b164a76d689a36","observation_id":"f92224fa-a70a-4ae5-a2e9-1c1416d4f9be","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:850104485fa3214060754e58a2b9c6d435edd4c041bdeb33ef27e60c61bd7f28","observation_id":"045a3879-0ec4-4462-a5c2-bd2764f0eeec","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Use`Matrix:[Ent(X) vs Ent(Y)]` for multi-condition data and`Ref:[A vs B]`for contrasting systems","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:d62a0419d454680a772724653babf85319193e0bbd2a43ccb05fe410330dbe7c","observation_id":"a8292d91-29f1-43fa-9696-82579e1a11ee","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"LLM-native high-density communication language","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:5e5093fa5274c5ac0b38ada826577f15eb4c766f1c29f15f9c9e4bef0d7cb519","observation_id":"41b9e221-564c-4de5-8d75-a519b3e881db","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:0ccc1f034300aac0f7ac8fd67e3c5be5b0b49de847e7eec3e903146801290dd1","observation_id":"8b63f977-7975-45b3-9ff6-0d98494f577e","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":",→ ,→ ,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:2afa697d0c17879a6b42ffd6451a66de7a05daee4f33eb8f579b44c3c500b77e","observation_id":"45a91304-95e5-4f84-abe6-3bd76df72721","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:2f66afec549b7dc8f8c79d1ae2cffdb4f59933fa16eb426268c1ff61c0cf4c8d","observation_id":"4a2a4a7f-f1d0-460c-8937-a66ddb59844d","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:ca1a1cf73e442a0ef6f3d150a22a48693cfd4a65935bf821eab1094dec051df9","observation_id":"82ed38a8-008f-48e8-ba06-a41412760520","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Babel-Telegraph","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:4925b54a8f23b2c73cecc0813a89a0fd8c8d5d90c963d2ec1fdc694f51338d94","observation_id":"5a5ad3cb-795b-4171-b325-5fe23d311e24","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Babel-Telegraph","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:c6791af982f67f67453bd11259b496e2801df208595adea570020ad92bc291ff","observation_id":"baccb833-742a-4f42-b70f-cdde08ba64e6","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Use `@entity(K:V)`to bind attributes.,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:718b7c2c926c55f0a5ba6553b7ef300c796d43ce1fc48e3dee2a671c7d717cca","observation_id":"d413adca-4a60-4715-9686-8c47533f4113","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Use`$parameter:V(unit)`for values.,→","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:ccc52650054dc361639de33413bf7466932560fe5b0ccfc0afc6c0905b9e93ac","observation_id":"e19dc365-839e-4c55-810e-671933d81bd7","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Use`?[condition]=>[action]`to express logical branches","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:a1ce48797a642a7ce6383d0e285cfaeeea17ba13be418e52cb348026f8027a72","observation_id":"7225b08a-5132-410c-a182-889e45656f91","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:968605eeecce6c9d8a7891b899278d256a1cab727f258551b7dd562339ed7a77","observation_id":"74e36154-4632-47bc-bb10-46fb616f2de6","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"2ndInstCivJudg","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:e990b7d0697dfee44fe496f505ad0e37c5523b7d6cc17acc2540f11ff27d2529","observation_id":"a00dcc82-fb3f-4774-a900-b2e326d46217","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"K§15=>cert 180d post-deliv","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:5f5e36a998d1d1a922a3f5b0be1058bae411cbaa1697aa320dbc470f0b9ac11d","observation_id":"510d4836-1b9c-44a0-bcbc-400f5a01bc15","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:dae9c283c2fa581d78949624f2914e2fc56ee444203d2d59c6039fdd1df3a4ff","observation_id":"6ecd379d-c856-4dca-bb79-82c315dce4a2","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Cap 3y pre-suit=>52531","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:646a5845e790041e1d5108f7e5716e6920c247d4210d91298eadc4fdfbc4405c","observation_id":"eb4b5100-77f4-4d6e-b436-070bfae17e78","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":null,"venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:653bc9a8b84d13e3808a0003f5bb3a6a026322e69689097cd80afc9627bccc51","observation_id":"f53535a2-5417-4c4d-9ce7-515b413a0046","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"Ev=>Claim active 2013-03+","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:6d3bb841344fe931957ff32ac2e3a809624c7b2e7b94f452b8775cae01433234","observation_id":"68fb4405-50d4-4c99-8a57-06ead9d6090a","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","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":"2026-06-26T17:46:11.451817Z","title":"borrow qual=invalid","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-06-26T17:46:11.451817Z"},"links":{"citing_paper":"/paper/2606.19857"},"observation_digest":"sha256:544e0cb31e7bdf639259b616788f34d2c908440416710af19a1557445396a073","observation_id":"26e4a8da-1284-4b87-823e-b4c2f73db7a1","resolution":{"observed_at":"2026-06-26T17:46:11.451817Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2606.19857","last_updated":"2026-06-18T07:05:19Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-01T10:47:35.989155Z","submitted_at":"2026-06-18T07:05:19Z","title":"Large Language Models Do Not Always Need Readable Language"},"reference_resolution":{"displayed":59,"state_counts":{"malformed_identifier":1,"metadata_mismatch":3,"parse_uncertain":0,"unresolved":50,"verified_exact":5,"verified_fuzzy":0},"total_outbound_references":59},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2606.19857."}