{"as_of":"2026-08-15T19:53:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:52109cd3dd01c1e9a6e67b9d178c299aaad55acb5faf8f77dcaa397c72529e9d","coverage":[{"denominator":22,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":22,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T00:30:57.786139Z","state":"measured"},{"denominator":65,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":65,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+00:00","state":"measured"},{"denominator":43,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":43,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T15:07:59.084803Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"pith","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":0,"observed_at":"2026-08-05T02:28:24.338817Z","source":"pith"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-06T14:37:18.997782Z","title":"xbench: Trackingagentsproductivityscalingwith profession-alignedreal-worldevaluations","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.18576","last_updated":"2025-08-07T08:02:42Z","snapshot_observed_at":"2026-08-14T22:57:37.694164Z","submitted_at":"2025-07-24T16:49:19Z","title":"SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\\circ}$ Law","version":3},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T14:37:18.997782Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2507.18576"},"observation_digest":"sha256:7dfc109ad0d6ddba76236543fd37d0acd7a9cd5ba05f4c28215826f483d26985","observation_id":"53bb6b69-1acf-4f68-8e73-7402d5ac84c4","resolution":{"observed_at":"2026-08-06T14:37:18.997782Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2507.21046","last_updated":"2026-01-16T20:59:08Z","snapshot_observed_at":"2026-08-01T06:32:44.461162Z","submitted_at":"2025-07-28T17:59:05Z","title":"A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence","version":4},"reference_index":96,"source":"arxiv_source","source_observed_at":"2026-05-14T22:23:14.621091Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2507.21046"},"observation_digest":"sha256:b46427c78806fa94c7f85c8bfbc45b647f28edfcafda04dae25e8bec87394dab","observation_id":"c166ea2c-367b-4084-b9a1-d12d4d73e3ce","resolution":{"observed_at":"2026-05-14T22:23:15.764054Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T15:10:17.771453Z","title":"anthropic.com/m/785e231869ea8b3b/original/claude-3-7-sonnet-system-card.pdf","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.20404","last_updated":"2025-09-01T03:56:31Z","snapshot_observed_at":"2026-08-13T10:31:31.507493Z","submitted_at":"2025-08-28T04:04:30Z","title":"AWorld: Orchestrating the Training Recipe for Agentic AI","version":2},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-08-05T15:10:17.771453Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2508.20404"},"observation_digest":"sha256:075884d628669c6d4a0c68abb1506dce6e8d22f4ff7e98f9951b14b1d8cdf46e","observation_id":"505f5e59-ca11-4c3d-be44-4e771bcccba8","resolution":{"observed_at":"2026-08-05T15:10:17.771453Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-04T17:57:52.324482Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.14257","last_updated":"2026-07-23T12:32:53Z","snapshot_observed_at":"2026-08-13T06:10:20.853148Z","submitted_at":"2025-09-12T15:34:07Z","title":"Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs","version":3},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-04T17:57:52.324482Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2509.14257"},"observation_digest":"sha256:af05d06587e5e4be5098abbc81e21455b6f493d574aaf00ee4125627a953be12","observation_id":"04703e8a-6d7a-439f-bb91-86c287316e75","resolution":{"observed_at":"2026-08-04T17:57:52.324482Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2511.11793","last_updated":"2026-04-21T16:02:11Z","snapshot_observed_at":"2026-08-14T05:17:40.668746Z","submitted_at":"2025-11-14T18:52:07Z","title":"MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling","version":3},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-05-17T21:44:18.744201Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2511.11793"},"observation_digest":"sha256:acd48a43ec1570b6b6b60a0319d40ab3485c18ed0da221163e26fb607dd4e250","observation_id":"4346518e-5d9e-4d0a-bd68-56eb4a2478e8","resolution":{"observed_at":"2026-05-17T21:45:17.889821Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2601.15808","last_updated":"2026-04-29T08:40:46Z","snapshot_observed_at":"2026-08-15T13:28:25.964823Z","submitted_at":"2026-01-22T09:47:31Z","title":"Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-16T12:29:06.229857Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2601.15808"},"observation_digest":"sha256:a8bb52c434a9898abb059ce630d31025994d042e23019dbbe8d7c189ed85c59e","observation_id":"8d64e2b4-bdb0-42d8-bfb6-0611144d6125","resolution":{"observed_at":"2026-05-16T12:30:53.853442Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-03T03:30:06.678221Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real- world evaluations.arXiv preprint arXiv:2506.13651, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.07883","last_updated":"2026-05-31T12:48:43Z","snapshot_observed_at":"2026-08-03T08:00:00.664050Z","submitted_at":"2026-02-08T09:27:18Z","title":"ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Emergent Adaptation","version":3},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-03T03:30:06.678221Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2602.07883"},"observation_digest":"sha256:0a1b7640b0f8e86281d0d57a38a093edf8dd0587223f4ce7ba30fdfa2aac52d7","observation_id":"7fdfead9-a598-40aa-a341-e459f4b98c85","resolution":{"observed_at":"2026-08-03T03:30:06.678221Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2602.09514","last_updated":"2026-05-09T05:05:58Z","snapshot_observed_at":"2026-08-11T14:00:59.059145Z","submitted_at":"2026-02-10T08:12:23Z","title":"EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies","version":3},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-16T05:53:29.860037Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2602.09514"},"observation_digest":"sha256:abe21c8161fe429ffd079c8b4c744abe275f205120587cab75d88dbcd286f1b0","observation_id":"33b289fe-fead-42cb-b881-fd152e992c21","resolution":{"observed_at":"2026-05-16T05:57:24.658157Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2604.05952","last_updated":"2026-04-07T14:46:26Z","snapshot_observed_at":"2026-08-11T06:35:19.917778Z","submitted_at":"2026-04-07T14:46:26Z","title":"Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-05-10T19:41:00.530274Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2604.05952"},"observation_digest":"sha256:22c2e1820b7250b0bfd9097d1b2553becd92e481838140e9bc9a76489c4c0581","observation_id":"9a5094d6-aeb0-4dfb-99ba-300af051f6cf","resolution":{"observed_at":"2026-05-10T22:35:52.050263Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2604.07927","last_updated":"2026-04-28T06:09:15Z","snapshot_observed_at":"2026-08-11T11:03:39.877447Z","submitted_at":"2026-04-09T07:47:31Z","title":"EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools","version":3},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-10T18:36:45.297356Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2604.07927"},"observation_digest":"sha256:19109bf24789ba18fa4527b1473e30fe9a0c851aa0671858c62fa1ace4586698","observation_id":"00503c31-3742-48f2-8f81-be777ec40772","resolution":{"observed_at":"2026-05-11T00:15:55.581841Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2604.12162","last_updated":"2026-04-14T00:43:20Z","snapshot_observed_at":"2026-08-10T13:12:32.844088Z","submitted_at":"2026-04-14T00:43:20Z","title":"AlphaEval: Evaluating Agents in Production","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-10T16:30:51.886471Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2604.12162"},"observation_digest":"sha256:5f0075591c8e5a598a43c09382f8815cfb63258d92fc8a1a7b5fb45c75f0b3cf","observation_id":"eaaccacc-27fb-4488-b716-c5d265e77e37","resolution":{"observed_at":"2026-05-11T08:45:58.832941Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2604.14518","last_updated":"2026-04-17T01:58:48Z","snapshot_observed_at":"2026-08-11T13:08:09.600102Z","submitted_at":"2026-04-16T01:20:06Z","title":"Mind DeepResearch Technical Report","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-10T11:46:49.178896Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2604.14518"},"observation_digest":"sha256:89441d51366f69bc18d794824199e941b47f8eaa0962939733d80af9c66409ef","observation_id":"fcd9afba-7889-40e9-a7d4-a8e0dfd000dd","resolution":{"observed_at":"2026-05-10T11:50:20.591874Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2604.15597","last_updated":"2026-04-17T00:33:32Z","snapshot_observed_at":"2026-07-06T23:03:07.228701Z","submitted_at":"2026-04-17T00:33:32Z","title":"LLMs Corrupt Your Documents When You Delegate","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-05-10T09:47:21.966292Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2604.15597"},"observation_digest":"sha256:9f3e2fdd15c3666103657d2c736d375645724e00da4faf0f91e8c06cd088bc18","observation_id":"ccb4b558-cd21-462e-a007-970bbaaa9574","resolution":{"observed_at":"2026-05-10T09:48:47.636080Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2604.17931","last_updated":"2026-07-01T16:44:57Z","snapshot_observed_at":"2026-08-14T07:45:37.327665Z","submitted_at":"2026-04-20T08:11:09Z","title":"LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent","version":4},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-07-05T15:03:50.420072Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2604.17931"},"observation_digest":"sha256:157054fca87e99c18bb3f1c80392d205574daae9d81b69049944fe8d638f916d","observation_id":"aab1ba8c-b457-455f-826d-ceda510a5fc5","resolution":{"observed_at":"2026-07-05T15:11:10.841962Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2605.05191","last_updated":"2026-05-06T17:54:16Z","snapshot_observed_at":"2026-08-14T08:02:29.858461Z","submitted_at":"2026-05-06T17:54:16Z","title":"LongSeeker: Elastic Context Orchestration for Long-Horizon Search Agents","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-08T17:46:11.207108Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2605.05191"},"observation_digest":"sha256:1580ed24f751641cd1172de66a094916b4191fc40524b3011f516476a3c77b1c","observation_id":"6c063513-ad5f-4d69-b799-e6b1c9b8009f","resolution":{"observed_at":"2026-05-11T17:16:07.362761Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2605.06232","last_updated":"2026-05-07T13:21:44Z","snapshot_observed_at":"2026-08-14T10:26:24.087010Z","submitted_at":"2026-05-07T13:21:44Z","title":"Profiling for Pennies: Unveiling the Privacy Iceberg of LLM Agents","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-05-08T09:14:04.781398Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2605.06232"},"observation_digest":"sha256:991be1f562259e164fb21c7d8762f8c564e822982530f99ce1152c38c640ca75","observation_id":"93033214-4eca-4b21-9529-758d19792792","resolution":{"observed_at":"2026-05-11T20:26:09.278999Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2605.12004","last_updated":"2026-05-12T11:54:23Z","snapshot_observed_at":"2026-08-11T09:18:52.581172Z","submitted_at":"2026-05-12T11:54:23Z","title":"Learning Agentic Policy from Action Guidance","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-05-13T05:02:49.206053Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2605.12004"},"observation_digest":"sha256:cc69b26ff798d39805e1f26c1dcf699017b5e5df06f01109477e50f80698aae4","observation_id":"a2d792c1-5c8e-444f-8ae2-27ecb873b73a","resolution":{"observed_at":"2026-05-13T05:07:17.799791Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2605.16217","last_updated":"2026-05-20T01:48:19Z","snapshot_observed_at":"2026-08-08T08:25:10.899867Z","submitted_at":"2026-05-15T17:29:27Z","title":"Argus: Evidence Assembly for Scalable Deep Research Agents","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-05-20T18:39:24.925753Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2605.16217"},"observation_digest":"sha256:c897286a4297fb2e60445af3a7a02e36acc75364d91cfd777c1d3f009f464a23","observation_id":"9f20683a-daf5-4402-bc98-ced7f3611a02","resolution":{"observed_at":"2026-05-20T18:43:38.759814Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2605.16217","last_updated":"2026-05-20T01:48:19Z","snapshot_observed_at":"2026-08-08T08:25:10.899867Z","submitted_at":"2026-05-15T17:29:27Z","title":"Argus: Evidence Assembly for Scalable Deep Research Agents","version":3},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-05-21T07:42:24.148398Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2605.16217"},"observation_digest":"sha256:f9f067c0cb1d6e24ca06e78aaf0db41d5c46f2f077f8dc6274513ab4e5bf2df3","observation_id":"8152d77d-739b-49a0-a8fb-3eb4faefb282","resolution":{"observed_at":"2026-05-21T07:44:02.954738Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2605.18421","last_updated":"2026-05-18T13:54:38Z","snapshot_observed_at":"2026-08-02T07:00:41.376916Z","submitted_at":"2026-05-18T13:54:38Z","title":"EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-20T11:35:23.892275Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2605.18421"},"observation_digest":"sha256:bcf589b227662fd65a6c652f73996a8ee2f874a8250bb7da318e655799c031b6","observation_id":"3b2f17af-0352-4140-b7be-a964be06deac","resolution":{"observed_at":"2026-05-20T11:38:14.598312Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2605.29697","last_updated":"2026-05-28T09:57:12Z","snapshot_observed_at":"2026-08-14T19:07:43.758885Z","submitted_at":"2026-05-28T09:57:12Z","title":"Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-06-29T07:58:55.548382Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2605.29697"},"observation_digest":"sha256:f4689658e790f470ae2265f611266aafab7074a9360604c71db12e7801c20ec0","observation_id":"7b817a55-7a00-43c4-987f-c72140818004","resolution":{"observed_at":"2026-06-29T08:03:14.308144Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.07689","last_updated":"2026-06-05T06:25:11Z","snapshot_observed_at":"2026-08-13T08:23:08.184557Z","submitted_at":"2026-06-05T06:25:11Z","title":"Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-06-27T22:20:53.187362Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.07689"},"observation_digest":"sha256:d0b749a0d4404d8bf180eac538dd582ebad1be38d1c37ed28f1df4eb4dc9f20c","observation_id":"d3c75a0c-03c4-4b9e-91d6-4999d067b63c","resolution":{"observed_at":"2026-07-02T16:47:10.215675Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.09348","last_updated":"2026-07-06T08:44:01Z","snapshot_observed_at":"2026-08-06T19:49:04.152420Z","submitted_at":"2026-06-08T11:20:58Z","title":"PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-06-27T17:22:16.055502Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.09348"},"observation_digest":"sha256:ae33c61981fed60d96739718860e96f10fae51631370619a4b1be72981cdb415","observation_id":"7cbadbe2-6ff7-40a2-8b89-056eb7fdfcf4","resolution":{"observed_at":"2026-07-03T00:17:28.943636Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-07-12T14:37:28.660097Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real- world evaluations.arXiv preprint arXiv:2506.13651, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.09348","last_updated":"2026-07-06T08:44:01Z","snapshot_observed_at":"2026-08-06T19:49:04.152420Z","submitted_at":"2026-06-08T11:20:58Z","title":"PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-07-12T14:37:28.660097Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.09348"},"observation_digest":"sha256:494d9a4c3d92907aae766ef461940e5e5efe3052975f51a1a4912c5c89f99adf","observation_id":"154f2951-df48-4eeb-9675-884235253d8d","resolution":{"observed_at":"2026-07-12T14:37:28.660097Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.11662","last_updated":"2026-06-10T05:10:19Z","snapshot_observed_at":"2026-08-07T09:27:36.700376Z","submitted_at":"2026-06-10T05:10:19Z","title":"TreeSeeker: Tree-Structured Trial, Error, and Return in Deep Search","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-06-27T10:13:10.932250Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.11662"},"observation_digest":"sha256:f6c0102c1a583a61ae73b628707402d6f6f1b212990a4fe3b63773eef55e5dd8","observation_id":"74a88603-cf3d-4d7c-bff8-4f8cae43a650","resolution":{"observed_at":"2026-07-03T10:17:57.270124Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.11926","last_updated":"2026-06-10T10:57:05Z","snapshot_observed_at":"2026-08-09T20:13:04.512653Z","submitted_at":"2026-06-10T10:57:05Z","title":"Toward Generalist Autonomous Research via Hypothesis-Tree Refinement","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-06-27T09:34:41.800309Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.11926"},"observation_digest":"sha256:80a0a482176ec600ef998d4b2c16b629721ecd08299d9cf95f9f9ffdbbd1a2b0","observation_id":"941868b7-1718-4dd4-a089-52682074ddc7","resolution":{"observed_at":"2026-06-27T09:40:47.147042Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.12087","last_updated":"2026-06-10T13:49:11Z","snapshot_observed_at":"2026-08-02T15:03:50.335992Z","submitted_at":"2026-06-10T13:49:11Z","title":"FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-06-27T10:01:45.332920Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.12087"},"observation_digest":"sha256:51a39476a5ec1318d222299631e070ff37051dd1b884d64c76182410fd93c6d1","observation_id":"6501f30d-2ae9-45ba-92e0-98146430a437","resolution":{"observed_at":"2026-07-03T10:27:56.408569Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.12384","last_updated":"2026-07-31T08:54:09Z","snapshot_observed_at":"2026-08-05T23:10:46.327902Z","submitted_at":"2026-06-10T17:47:07Z","title":"APPO: Agentic Procedural Policy Optimization","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-06-27T10:21:55.485624Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.12384"},"observation_digest":"sha256:0ac912c4e6ff040aeee18fa221c88e9a301f359528391641e78bd7b97622e27b","observation_id":"0460611e-c166-4848-90ad-a894e60f0db0","resolution":{"observed_at":"2026-07-03T09:37:49.378238Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-03T02:12:25.746366Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.12384","last_updated":"2026-07-31T08:54:09Z","snapshot_observed_at":"2026-08-05T23:10:46.327902Z","submitted_at":"2026-06-10T17:47:07Z","title":"APPO: Agentic Procedural Policy Optimization","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-03T02:12:25.746366Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.12384"},"observation_digest":"sha256:2692d570e24f50c91ea025e7cfa08535e410c20491b9df08c71861685bc1a1e8","observation_id":"22f53b82-adfa-45e5-a853-a12a2c1ccbce","resolution":{"observed_at":"2026-08-03T02:12:25.746366Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.18954","last_updated":"2026-06-17T11:37:54Z","snapshot_observed_at":"2026-07-06T23:54:18.292223Z","submitted_at":"2026-06-17T11:37:54Z","title":"GraphPO: Graph-based Policy Optimization for Reasoning Models","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-06-26T20:45:34.358581Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.18954"},"observation_digest":"sha256:a3816ebb0a8fd69805686bbc6fd8ed76314e22bcea997bcb4fba5db88319ee8c","observation_id":"ec24d86c-2fba-4017-9059-2d1d5c438c71","resolution":{"observed_at":"2026-07-04T00:59:21.105637Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.30616","last_updated":"2026-07-13T13:01:42Z","snapshot_observed_at":"2026-08-15T01:22:58.567560Z","submitted_at":"2026-06-29T17:50:54Z","title":"Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-06-30T05:52:04.332176Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.30616"},"observation_digest":"sha256:c9747422489197840d002fe253fb6b04ab83ed9854bde7ed27d8fa704d09419a","observation_id":"9e50a6c1-ebe0-49cf-be7d-fd2d073cc9ae","resolution":{"observed_at":"2026-06-30T05:54:18.456811Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-07-14T16:59:08.335286Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.30616","last_updated":"2026-07-13T13:01:42Z","snapshot_observed_at":"2026-08-15T01:22:58.567560Z","submitted_at":"2026-06-29T17:50:54Z","title":"Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-07-14T16:59:08.335286Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.30616"},"observation_digest":"sha256:4bf5021a9099c8cf5dae22c068b670537cfb769ec888654eed345905ed1184c7","observation_id":"726f908e-7eb1-438c-ba6d-1adee87a23ed","resolution":{"observed_at":"2026-07-14T16:59:08.335286Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":"2506.13651","doi":"10.48550/arxiv.2506.13651","metadata_source":"pith","pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations","venue":"cs.LG","work_id":"b7f0bdf6-3821-4735-b55e-be58f6ef326d","year":2025},"citing_paper":{"arxiv_id":"2606.31564","last_updated":"2026-06-30T12:20:45Z","snapshot_observed_at":"2026-08-13T09:48:43.302421Z","submitted_at":"2026-06-30T12:20:45Z","title":"ACE: Pluggable Adaptive Context Elasticizer across Agents","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-07-01T05:30:15.511041Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2606.31564"},"observation_digest":"sha256:8232e9628116d3bec7c71b2d24cfdeb5516ec48e34ca3ec4b3ed1365d072bcc6","observation_id":"2d567e20-950f-4e1f-9cae-daaba2f3dbb4","resolution":{"observed_at":"2026-07-01T10:25:41.960125Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-07-13T03:29:34.486347Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations.arXiv preprint arXiv:2506.13651, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.09375","last_updated":"2026-07-10T12:57:08Z","snapshot_observed_at":"2026-08-13T23:50:30.810168Z","submitted_at":"2026-07-10T12:57:08Z","title":"Mach-Mind-4-Flash Technical Report","version":1},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-07-13T03:29:34.486347Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2607.09375"},"observation_digest":"sha256:c50217748f469d7966f6e069f4643b295e8b49385f791c098dbf12ce95e547c2","observation_id":"9d4a6fbc-355f-404c-b98d-ae353b2e39ed","resolution":{"observed_at":"2026-07-13T03:29:34.486347Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-02T03:10:51.504547Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.13988","last_updated":"2026-07-15T16:16:42Z","snapshot_observed_at":"2026-08-12T23:46:45.285278Z","submitted_at":"2026-07-15T16:16:42Z","title":"TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-02T03:10:51.504547Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2607.13988"},"observation_digest":"sha256:d9a6f16b5ab888d448499edd98280c05115633291548728dbb6fc185e90f8907","observation_id":"f21c86e2-fb41-4351-90c9-0a41ce7883ce","resolution":{"observed_at":"2026-08-02T03:10:51.504547Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-07-30T20:14:27.048298Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.23524","last_updated":"2026-07-26T07:45:01Z","snapshot_observed_at":"2026-08-14T06:00:48.844048Z","submitted_at":"2026-07-26T07:45:01Z","title":"Delegation Intelligence in Deep Search: A Controllable Framework for Disentangled Capability Diagnosis","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-07-30T20:14:27.048298Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2607.23524"},"observation_digest":"sha256:8842a5b31bcaed71e4fa9e7fb5a88ce4649d81b5e24bfbc4b15c61e7188609b2","observation_id":"a33cfbd1-a450-43ab-8947-935ec7112af6","resolution":{"observed_at":"2026-07-30T20:14:27.048298Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-07-31T20:06:17.957159Z","title":"arXiv preprint arXiv:2506.13651 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.28026","last_updated":"2026-07-30T11:14:11Z","snapshot_observed_at":"2026-08-14T09:07:59.490818Z","submitted_at":"2026-07-30T11:14:11Z","title":"Contrastive Reinforced Policy Optimization via Privileged Self-Distillation","version":1},"reference_index":93,"source":"arxiv_source","source_observed_at":"2026-07-31T20:06:17.957159Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2607.28026"},"observation_digest":"sha256:9ee0080d18d831739f30588b56c5bfef85fed876f3735805de2d9c656523f049","observation_id":"f9dd0a5b-95db-457e-a828-5b1ddcc9d7e0","resolution":{"observed_at":"2026-07-31T20:06:17.957159Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-15T15:07:59.084803Z","title":"arXiv preprint arXiv:2506.13651 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01822","last_updated":"2026-08-03T07:29:11Z","snapshot_observed_at":"2026-08-15T19:36:03.897483Z","submitted_at":"2026-08-03T07:29:11Z","title":"SearchMaster: Grounded and Regulated Self-Play for Search Agents","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-15T15:07:59.084803Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2608.01822"},"observation_digest":"sha256:6a383fdd0ef95b0f291f68892548ea758542f285c6381decf681c624f33388fa","observation_id":"d5f79328-7fec-4f73-9d1b-dc2468616351","resolution":{"observed_at":"2026-08-15T15:07:59.084803Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-04T15:12:56.008730Z","title":"2025 , archivePrefix =","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.02097","last_updated":"2026-08-03T11:58:21Z","snapshot_observed_at":"2026-08-12T14:34:18.545300Z","submitted_at":"2026-08-03T11:58:21Z","title":"Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents","version":1},"reference_index":185,"source":"arxiv_source","source_observed_at":"2026-08-04T15:12:56.008730Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2608.02097"},"observation_digest":"sha256:5d987b52ce4ef667d3f90ebdd20970513bfa7a154811999f31439539a52d760f","observation_id":"82c6dede-6ad4-455b-84ef-05faa704ffef","resolution":{"observed_at":"2026-08-04T15:12:56.008730Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-06T05:19:19.613381Z","title":"xbench: Tracking agents productivity scaling with profession-aligned real-world evaluations.arXiv preprint arXiv:2506.13651, 2025a","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.05102","last_updated":"2026-08-05T17:41:31Z","snapshot_observed_at":"2026-08-13T01:30:13.666304Z","submitted_at":"2026-08-05T17:41:31Z","title":"ABSeeker: Training Long-Horizon Search Agents via Answer-Backtracked Credit Assignment","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T05:19:19.613381Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2608.05102"},"observation_digest":"sha256:df34a3de099be8dc54eea7403322343cba8bd4ad54037e0be7ca95757fb419ea","observation_id":"58537edf-35b3-4544-b9a4-36ce491ad94d","resolution":{"observed_at":"2026-08-06T05:19:19.613381Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-08T18:11:20.114014Z","title":"InLiakata,M.; Moreira, V","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.05212","last_updated":"2026-08-05T09:09:00Z","snapshot_observed_at":"2026-08-15T03:22:39.443674Z","submitted_at":"2026-08-05T09:09:00Z","title":"SearchAuditor: Auditing and Attributing Failures in Long-Horizon Search Agents","version":1},"reference_index":2026,"source":"pdf_text","source_observed_at":"2026-08-08T18:11:20.114014Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2608.05212"},"observation_digest":"sha256:343c524a11dd551c72452960833c8dc1c8b544ad56841227fcf73893cdf81860","observation_id":"d6322fb5-94fc-48aa-bee9-b7bccea89956","resolution":{"observed_at":"2026-08-08T18:11:20.114014Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-12T00:50:51.306409Z","title":"arXiv preprint arXiv:2506.13651 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.07855","last_updated":"2026-08-08T01:50:55Z","snapshot_observed_at":"2026-08-13T23:21:37.017678Z","submitted_at":"2026-08-08T01:50:55Z","title":"CommitKV: Lifecycle-Aware KV Cache Compression via Commit Transitions for Multi-Turn Agents","version":1},"reference_index":169,"source":"arxiv_source","source_observed_at":"2026-08-12T00:50:51.306409Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2608.07855"},"observation_digest":"sha256:3d14fc78c2a6cca984afc805f9d0247768305030f490a53fb4d47be4a37146b1","observation_id":"fa0f481d-765b-4647-a77f-8447d5646e71","resolution":{"observed_at":"2026-08-12T00:50:51.306409Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.13651","snapshot_observed_at":"2026-08-14T04:22:32.322184Z","title":"arXiv preprint arXiv:2506.13651 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09044","last_updated":"2026-08-10T02:49:38Z","snapshot_observed_at":"2026-08-15T18:32:28.695067Z","submitted_at":"2026-08-10T02:49:38Z","title":"Tree-of-Experience: Hierarchical Experience Management for Self-Evolving Agents","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-14T04:22:32.322184Z"},"links":{"cited_paper":"/paper/2506.13651","citing_paper":"/paper/2608.09044"},"observation_digest":"sha256:624d3b84e2dcafa68c8e6e023544a12730a7197cd6ea94d249186bc62b91cd59","observation_id":"1b757e78-9a20-4e20-ad20-ae945ecb3c1f","resolution":{"observed_at":"2026-08-14T04:22:32.322184Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2506.13651/citation-record","integrity":"/paper/2506.13651/integrity","json":"/paper/2506.13651/citation-record.json","paper":"/paper/2506.13651"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.274612Z","title":null,"venue":null,"work_id":"610cc6d9-cc2a-460a-b532-e7fdd3fc85b9","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:55.141866Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:12fbf761741341b6f5a5a2be30114e0a9344bcec5e62b1d5e4f1a59c669f311f","observation_id":"20fe4bb3-940f-4cad-b8e2-a6e42bf28d7e","resolution":{"observed_at":"2026-08-07T00:30:58.279115Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.259428Z","title":"If the number of returned results exceeds the actual demand, we will truncate to the specified number of objects at the beginning for evaluation","venue":null,"work_id":"f8f99667-56e9-4719-bfeb-b48c1c0c3191","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:55.206590Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:9934cea145c6b2d98dcabce05863e318f5482698c231ea3f2cf54ec9a603292c","observation_id":"78ab1578-d7cb-4a8e-8dae-4591c37813db","resolution":{"observed_at":"2026-08-07T00:30:58.264267Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.243748Z","title":null,"venue":null,"work_id":"6e04b6b8-0d02-4ff4-b2b7-4c7a2227bb66","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:55.423072Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:d94a20ac0dfefaf6393688c6d3e0f60f0d28ff606c393319f1ef8994d7df7592","observation_id":"beecda6a-8505-4da2-8535-8632c2eef52f","resolution":{"observed_at":"2026-08-07T00:30:58.248174Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.215125Z","title":null,"venue":null,"work_id":"6a05a75b-1aca-40fd-8cef-f5af39858f71","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:55.550535Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:f27d298dd67f2a4dd4a42d6be1a942d75a853d5a5b2aa31374b15ab9307be1cf","observation_id":"cec46787-00ea-400e-9346-c8edf04d55ac","resolution":{"observed_at":"2026-08-07T00:30:58.232940Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.170707Z","title":"Prompt for Info-to-People: You are a talent information search specialist","venue":null,"work_id":"d19f5c70-4c2d-44a6-ab4a-bd2558b7fbaf","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:55.687237Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:b964951af8fcb76e7a6c7fdf970ceec20f1b2f27276a94006f72d62580f582bc","observation_id":"dd1f33ef-da51-4a22-8733-176e4b3aeee4","resolution":{"observed_at":"2026-08-07T00:30:58.181092Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.138384Z","title":"Table 11: Prompt for recruitment agents’ response collection","venue":null,"work_id":"529952a5-94a5-418f-9945-e77ab3063030","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:55.794651Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:429537f6eae2978be29b0e1258059738fe2b80873501baa58f8077b2ff0ec2b2","observation_id":"1d47773c-0e25-49b4-bd32-01d61edf4b86","resolution":{"observed_at":"2026-08-07T00:30:58.156841Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.119603Z","title":null,"venue":null,"work_id":"c5b3444c-1047-4d6e-bbdb-24f1381d0390","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:55.917719Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:e5cfa15242f951d3b5acceb331c5e902b13a21bd1245263d5de7b36c165aa826","observation_id":"e07a5969-328c-4075-89cd-099193d9f93c","resolution":{"observed_at":"2026-08-07T00:30:58.126464Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.094011Z","title":null,"venue":null,"work_id":"c2e9c7f9-0d67-42f7-b03c-7350c7125d1c","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:56.054468Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:23a6b9d131eca0161528b5f900853ba413f910d56042a54290a864bdd4161869","observation_id":"e368b46d-e633-4f84-800c-7b1f15b8fb3c","resolution":{"observed_at":"2026-08-07T00:30:58.104340Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.071091Z","title":null,"venue":null,"work_id":"af72e97a-eee2-4068-be0d-30a1c85094fc","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:56.179731Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:724de1114c392d941d411b0654306511d7cd82684caa4a6158171f0255e1da57","observation_id":"e66b1dee-b78a-4abb-aa78-dcc83ca9991e","resolution":{"observed_at":"2026-08-07T00:30:58.079332Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.048641Z","title":"If covered, mark as True; otherwise, mark as False","venue":null,"work_id":"423dba12-7e90-4184-97ef-baba7f20a216","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:56.418975Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:bb14f166eeb09cda928984687708389dacf41b15d675f4038dece91e9a26797c","observation_id":"3d9e13c3-3a08-4c65-90fe-15483fb812bc","resolution":{"observed_at":"2026-08-07T00:30:58.056537Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:58.023132Z","title":"Score: X","venue":null,"work_id":"6518725c-defb-4344-817a-2228fe50e031","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:56.702564Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:c880c91503d0673ef52cc2fd3caadb43342b9683f5bd141bb4629f2c35c5e654","observation_id":"57cd5ead-56fa-428c-bbde-31a6636346b3","resolution":{"observed_at":"2026-08-07T00:30:58.032331Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.988072Z","title":null,"venue":null,"work_id":"94d0ae27-59b6-49c6-a2ba-16a69784ad0a","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:56.938392Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:59edde8eb7bf32ceabc32d1e251e6bb0485a18779f83315123625b60e85d51e9","observation_id":"9ced2e65-dd11-4f9e-8992-18fa9570a203","resolution":{"observed_at":"2026-08-07T00:30:58.004484Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.969138Z","title":null,"venue":null,"work_id":"5fbdc128-4481-4329-8e7d-d5ae8645536d","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.105615Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:548ba5d9ef78996f63de3d3aeee69e816516ddee9e91a4af4066e67d2223fce0","observation_id":"a0370b63-9c94-4521-ab13-cd6f99a31c9b","resolution":{"observed_at":"2026-08-07T00:30:57.973596Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.954912Z","title":null,"venue":null,"work_id":"df9ec2de-aa96-469b-b137-6d9a58843f86","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.231143Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:9cc2fd3e75d8222e84ee9d410eee9abc21e3643557988789c0a805d52d8194c0","observation_id":"f116045f-5933-4427-a048-de0fbec7ea5c","resolution":{"observed_at":"2026-08-07T00:30:57.959070Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.940247Z","title":null,"venue":null,"work_id":"2aeae1cb-5828-4923-8f3a-dc5f3ccb0e77","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.281876Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:f4abf0e29d1d9f6d8aecf3ad38261b8053ad9effce89fe95491c17d5ed2715f0","observation_id":"77fb7ad3-2413-4b4f-9ffc-9eafd5126f02","resolution":{"observed_at":"2026-08-07T00:30:57.945438Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.925478Z","title":"Necessary Conditions","venue":null,"work_id":"bd9e5b34-bcd9-4794-8301-f4ece86219e7","year":2023},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.362312Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:4c7e3da8f07f75237ec89d49d28769767f62d830a125a789b7d6ff3032e471c9","observation_id":"b04c44c6-8b86-41fa-8494-3067775408fd","resolution":{"observed_at":"2026-08-07T00:30:57.930002Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.910293Z","title":null,"venue":null,"work_id":"98a8a0d5-f8af-4ae9-b8eb-a14b4ec9d402","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.510275Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:f3263d8b21af2f5a28c8d5b9d8c4a244e1c47cb79ecee0dc2438a0c16e570fc5","observation_id":"68ef3ee9-95c8-4ae3-a33a-bb06adad9fdc","resolution":{"observed_at":"2026-08-07T00:30:57.915277Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.895502Z","title":null,"venue":null,"work_id":"f17086b4-3a29-4d1b-b790-93774f8edc81","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.601686Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:f3e89dfe01bacf2d004e943ca01a294ad014dc6b880afe4c9726a6e8807e55c3","observation_id":"98b21716-4d8d-453e-8bd4-c25c5c569a87","resolution":{"observed_at":"2026-08-07T00:30:57.899607Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.879915Z","title":"Answer 2:","venue":null,"work_id":"9b7ce671-3b8d-4ffd-9e5a-1bfff4d62137","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.663765Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:e2f81a117a398182de0ed63d5293606bf71284bb7092e20ed53b703b875de3ce","observation_id":"a7c32a94-330b-4d1d-bf56-9761f190ce53","resolution":{"observed_at":"2026-08-07T00:30:57.884840Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.864633Z","title":null,"venue":null,"work_id":"02cf2740-44bd-436f-8851-0d6c26f6f55b","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.742754Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:4dc5b1806b115f28e2dbef2aad6354b7e18b666a376b9c12e03dc93919645f54","observation_id":"afc3ede5-cd1c-442d-a3db-618fff0c8893","resolution":{"observed_at":"2026-08-07T00:30:57.869303Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.850582Z","title":null,"venue":null,"work_id":"de4371a7-6572-4cf3-a3ad-f3eb6cdb8233","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.748695Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:12c60ce80aa5cc38e092f31e8cf68511590efa9a2388ec800350cc664f95c98a","observation_id":"57a906b3-55b9-470b-876f-f0767d71dfec","resolution":{"observed_at":"2026-08-07T00:30:57.855140Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T00:30:57.832862Z","title":"Answer 3: Technical Expertise: Java/Golang development, distributed systems, microservices architecture","venue":null,"work_id":"2d95929d-e84d-40b7-b41f-f91acb45c28e","year":null},"citing_paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T00:30:57.786139Z"},"links":{"citing_paper":"/paper/2506.13651"},"observation_digest":"sha256:90ecd8610e1209d7bbfc17d3f320db7c843c8a9a12e9c07f7212d055235389b7","observation_id":"00d0275c-83b6-45ac-b756-0f44b6ee044f","resolution":{"observed_at":"2026-08-07T00:30:57.839827Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2506.13651","last_updated":"2025-06-16T16:16:14Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-13T10:30:44.297570Z","submitted_at":"2025-06-16T16:16:14Z","title":"xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations"},"reference_resolution":{"displayed":22,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":14,"verified_exact":0,"verified_fuzzy":8},"total_outbound_references":22},"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":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 15 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 43 inbound Pith citation observations for arXiv:2506.13651."}