{"as_of":"2026-08-24T00:14:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:bb1f76bae2d3ee83797675d7113f3af83c265b409ae98f308888c521aea97f92","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":23,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":23,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-23T06:30:58.430688+00:00","state":"measured"},{"denominator":23,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":23,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-16T12:31:57.709681Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"arxiv_reference","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":5,"observed_at":"2026-08-05T02:28:24.338817Z","source":"arxiv_reference"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2409.00557","last_updated":"2026-04-29T05:49:57Z","snapshot_observed_at":"2026-08-18T10:31:33.820360Z","submitted_at":"2024-08-31T23:06:12Z","title":"Learning to Ask: When LLM Agents Meet Unclear Instruction","version":4},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-05-23T21:08:42.276002Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2409.00557"},"observation_digest":"sha256:4f74a2c2ce441deb111693f2db10311aecc4f7b6150adccad4c51448233304dd","observation_id":"fbedc372-8685-4b12-8c28-35c1636aa3df","resolution":{"observed_at":"2026-05-23T21:13:28.126998Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-11T16:31:58.357120Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2412.09988","last_updated":"2024-12-13T09:15:20Z","snapshot_observed_at":"2026-08-18T18:52:22.508665Z","submitted_at":"2024-12-13T09:15:20Z","title":"AI and the Future of Digital Public Squares","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-11T16:31:58.357120Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2412.09988"},"observation_digest":"sha256:74ba13ce0cd73330e253da676c164e7a0839e850fcb079ec0c8e479c98b06d1d","observation_id":"fade30df-b447-4f8b-8461-ff716c93745e","resolution":{"observed_at":"2026-08-11T16:31:58.357120Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-09T18:18:09.052271Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.00640","last_updated":"2025-07-29T22:56:43Z","snapshot_observed_at":"2026-08-17T17:04:08.332548Z","submitted_at":"2025-02-02T03:05:52Z","title":"CollabLLM: From Passive Responders to Active Collaborators","version":3},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-09T18:18:09.052271Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2502.00640"},"observation_digest":"sha256:acfd6f09bb510dc85dba5f09431bc0b6b4fa7b9504dd32b7f8e44e240f79b2b7","observation_id":"20f23de5-88a5-411b-8407-c7a113451d8e","resolution":{"observed_at":"2026-08-09T18:18:09.052271Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-16T12:31:57.709681Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2504.12663","last_updated":"2025-06-11T07:31:37Z","snapshot_observed_at":"2026-08-17T13:10:48.080808Z","submitted_at":"2025-04-17T05:50:13Z","title":"Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment","version":2},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-16T12:31:57.709681Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2504.12663"},"observation_digest":"sha256:ceb7da1ab1ad6c647d1b01837b6496952538c018eb698698cb146b085cc61a50","observation_id":"9ea6ff45-8e8c-4300-b6d7-6aabb0853505","resolution":{"observed_at":"2026-08-16T12:31:57.709681Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-07T04:58:45.242694Z","title":"Star-gate: Teaching language models to ask clarifying questions.arXiv preprint arXiv:2403.19154,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.09173","last_updated":"2025-06-10T18:38:57Z","snapshot_observed_at":"2026-08-20T18:09:19.912727Z","submitted_at":"2025-06-10T18:38:57Z","title":"The Curious Language Model: Strategic Test-Time Information Acquisition","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T04:58:45.242694Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2506.09173"},"observation_digest":"sha256:91105f48d3c34f78a24ff7f39fe79e09d6c5c112eb53fbfa053388aac9b0bb51","observation_id":"69bb4aa9-2658-4f15-97e1-f21cccdc0e54","resolution":{"observed_at":"2026-08-07T04:58:45.242694Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-06T17:35:17.197920Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.10445","last_updated":"2025-07-14T16:28:00Z","snapshot_observed_at":"2026-08-19T19:06:32.948641Z","submitted_at":"2025-07-14T16:28:00Z","title":"Referential ambiguity and clarification requests: comparing human and LLM behaviour","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-06T17:35:17.197920Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2507.10445"},"observation_digest":"sha256:56f7b88b71b243d6dc2eea2b0855e6e69cb40fcab3c0005d84d6da48ee732416","observation_id":"3bd9bf63-9310-4a6b-969c-bfd884b45856","resolution":{"observed_at":"2026-08-06T17:35:17.197920Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-06T13:00:18.749318Z","title":"arXiv preprint arXiv:2403.19154 (2024)","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.21285","last_updated":"2025-07-28T19:10:57Z","snapshot_observed_at":"2026-08-21T07:06:24.031875Z","submitted_at":"2025-07-28T19:10:57Z","title":"Curiosity by Design: An LLM-based Coding Assistant Asking Clarification Questions","version":1},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-06T13:00:18.749318Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2507.21285"},"observation_digest":"sha256:bd6402e1557a9ff5a52624c8662b8641b65ce1ac616fb1d501d991e182859786","observation_id":"e6491d12-75ff-4dd3-a22b-27a44ca5bc5b","resolution":{"observed_at":"2026-08-06T13:00:18.749318Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-06T10:52:50.237119Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.23407","last_updated":"2025-07-31T10:27:48Z","snapshot_observed_at":"2026-08-21T05:27:47.866986Z","submitted_at":"2025-07-31T10:27:48Z","title":"Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-06T10:52:50.237119Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2507.23407"},"observation_digest":"sha256:5024e650b07319ae9634e939ea3a9649cd36d7f8bcf6126f55074a0bda2f95e3","observation_id":"cce77f19-5fcd-4097-bafc-c9a26cc10b60","resolution":{"observed_at":"2026-08-06T10:52:50.237119Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-15T16:36:52.319723Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.03269","last_updated":"2025-09-03T12:38:35Z","snapshot_observed_at":"2026-08-21T14:51:16.614036Z","submitted_at":"2025-09-03T12:38:35Z","title":"Bridging Gaps Between Student and Expert Evaluations of AI-Generated Programming Hints","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-15T16:36:52.319723Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2509.03269"},"observation_digest":"sha256:87e6ec5bace62e04b2f9ae160bb0ce437eac3dc6cf683203672353c81c303b1c","observation_id":"59fbb3fb-0e12-45b8-80d0-4b63dff536b8","resolution":{"observed_at":"2026-08-15T16:36:52.319723Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2604.02315","last_updated":"2026-04-03T01:55:25Z","snapshot_observed_at":"2026-08-11T00:18:06.416655Z","submitted_at":"2026-04-02T17:57:29Z","title":"Beyond the Assistant Turn: User Turn Generation as a Probe of Interaction Awareness in Language Models","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-05-13T20:59:48.026575Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2604.02315"},"observation_digest":"sha256:e77ac5092ca084611130a5aa2ee7fe049ec4611cdf893da3842fd51e8d0c3d34","observation_id":"4a07f1e9-ad92-430f-9dd9-b220004e60b8","resolution":{"observed_at":"2026-05-13T21:03:20.178391Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2604.21827","last_updated":"2026-08-07T01:36:12Z","snapshot_observed_at":"2026-08-15T17:34:29.031567Z","submitted_at":"2026-04-23T16:18:10Z","title":"Alignment has a Fantasia Problem","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-05-09T21:37:54.545865Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2604.21827"},"observation_digest":"sha256:e45d621790b07a436027b9466d30d84aa07b4920e7ee41a4981a64458a25bd2d","observation_id":"b5588d6b-6d69-46d0-b154-841ec485aeb4","resolution":{"observed_at":"2026-05-11T14:31:07.401323Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2605.05386","last_updated":"2026-05-06T19:18:59Z","snapshot_observed_at":"2026-08-17T09:00:23.430711Z","submitted_at":"2026-05-06T19:18:59Z","title":"BALAR : A Bayesian Agentic Loop for Active Reasoning","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-05-08T17:24:53.090372Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2605.05386"},"observation_digest":"sha256:cc8f51ea088293c020cfbf27cc16011cd42e30ff37864c4df085b99b7f77f96d","observation_id":"7522b81b-54f7-46f2-a2a4-ac09ccec7a2e","resolution":{"observed_at":"2026-05-11T17:36:06.216119Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2605.09228","last_updated":"2026-05-09T23:56:04Z","snapshot_observed_at":"2026-08-13T14:56:09.411302Z","submitted_at":"2026-05-09T23:56:04Z","title":"ProactBench: Beyond What The User Asked For","version":1},"reference_index":94,"source":"arxiv_source","source_observed_at":"2026-05-12T02:14:01.145443Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2605.09228"},"observation_digest":"sha256:3796d29df9ce7f0177aac3c9957ac261c98daf526e117ace8abd0948310f7a67","observation_id":"f9a9425d-6aa4-4b09-9d5e-49d2eac75cbd","resolution":{"observed_at":"2026-05-12T02:16:16.084434Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2605.09808","last_updated":"2026-05-10T23:06:24Z","snapshot_observed_at":"2026-08-16T10:00:09.673723Z","submitted_at":"2026-05-10T23:06:24Z","title":"Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-05-12T02:28:13.317630Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2605.09808"},"observation_digest":"sha256:1aa8dbce4391c8a3af83fd0730489db2c3b0b0ffe614e42e266e8d3d23ada802","observation_id":"2b067d8a-68b0-47d4-be46-8f85d868352d","resolution":{"observed_at":"2026-05-12T07:36:47.567023Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2605.11240","last_updated":"2026-05-11T20:58:09Z","snapshot_observed_at":"2026-08-21T03:38:08.344614Z","submitted_at":"2026-05-11T20:58:09Z","title":"When to Ask a Question: Understanding Communication Strategies in Generative AI Tools","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-13T01:12:50.314892Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2605.11240"},"observation_digest":"sha256:29945b2b5fbead7ff3c73b6e366c1c72543fffa159ab9b28569f31ee75e7bc85","observation_id":"b6af9955-f171-457e-85de-b99346138276","resolution":{"observed_at":"2026-05-13T01:17:02.477519Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2606.01182","last_updated":"2026-05-31T11:46:43Z","snapshot_observed_at":"2026-08-17T17:28:51.838500Z","submitted_at":"2026-05-31T11:46:43Z","title":"CA-BED: Conversation-Aware Bayesian Experimental Design","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-06-28T17:03:01.806138Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2606.01182"},"observation_digest":"sha256:ce1db082d46b88a14d7634baf96c25c282662bcc8f6b7301d5cd500664ea053c","observation_id":"53189fdd-0c70-4dc0-bd0d-bee88f914ee5","resolution":{"observed_at":"2026-07-01T21:26:14.595788Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2606.03110","last_updated":"2026-06-03T08:07:14Z","snapshot_observed_at":"2026-08-16T08:40:44.997098Z","submitted_at":"2026-06-02T03:56:03Z","title":"Coherence Maximization Improves Pluralistic Alignment","version":2},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-06-28T10:21:42.636224Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2606.03110"},"observation_digest":"sha256:3a51a7dc8357e1ed51d0cc46b6947b9bf0fc398c858390722287b1a6bae72d6f","observation_id":"bccdb685-cf50-4f16-8477-bb93ec948c48","resolution":{"observed_at":"2026-07-02T03:06:29.926900Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2606.06869","last_updated":"2026-06-05T03:36:48Z","snapshot_observed_at":"2026-08-17T12:17:38.873704Z","submitted_at":"2026-06-05T03:36:48Z","title":"Evidence-Based Intelligent Diagnostic and Therapeutic Visualization System with Large Language Models: Multi-Turn Interaction and Multimodal Treatment Plan Generation","version":1},"reference_index":70,"source":"arxiv_source","source_observed_at":"2026-06-27T22:12:48.517987Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2606.06869"},"observation_digest":"sha256:59b0de6259a53c1615de7dc15dfd83b12f33d15f1b2d198f86628cd6a8e0e91c","observation_id":"cbac8f64-e27c-4a72-9077-aabdf69372d8","resolution":{"observed_at":"2026-06-27T22:21:21.767670Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":"2403.19154","doi":"10.48550/arxiv.2403.19154","metadata_source":"arxiv_reference","pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":"arXiv (Cornell University)","work_id":"d902d67e-c96e-4591-9ccd-81d77962f787","year":2024},"citing_paper":{"arxiv_id":"2606.12587","last_updated":"2026-06-10T18:34:36Z","snapshot_observed_at":"2026-08-12T19:09:27.593798Z","submitted_at":"2026-06-10T18:34:36Z","title":"Strategic Decision Support for AI Agents","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-06-27T09:57:46.960346Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2606.12587"},"observation_digest":"sha256:f603af0fce3842ca5e620bb6c3ed83c0ebb7b7b88797a1bfdb012d6dad4be821","observation_id":"49a77a1f-cceb-4327-b922-aacfdcb35dba","resolution":{"observed_at":"2026-07-03T10:37:56.388350Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-02T04:49:07.294122Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.13594","last_updated":"2026-07-15T08:38:16Z","snapshot_observed_at":"2026-08-03T04:36:41.120672Z","submitted_at":"2026-07-15T08:38:16Z","title":"SAFETY SENTRY: Context-Aware Human Intervention via EXECUTE-ASK-REFUSE Routing","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-02T04:49:07.294122Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2607.13594"},"observation_digest":"sha256:4f2f504ec91839deba2322c2a114e93425dc482ee40c82bc5cdf96daf83403b6","observation_id":"5927faa8-dc1d-4fe6-b027-d2ee7cc35c3f","resolution":{"observed_at":"2026-08-02T04:49:07.294122Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-01T21:04:39.930639Z","title":"Star-gate: Teaching language models to ask clarifying questions","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.16412","last_updated":"2026-07-17T18:04:38Z","snapshot_observed_at":"2026-08-20T12:51:04.546557Z","submitted_at":"2026-07-17T18:04:38Z","title":"Interactive Task Alignment as a POMDP","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-01T21:04:39.930639Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2607.16412"},"observation_digest":"sha256:0d92fce86b98f7e7f156942b2c1d6ce2a0aa14306fc1e517323c0c88eb70e9da","observation_id":"fd0abe64-e5e8-4681-bd75-fb3cb426ff0d","resolution":{"observed_at":"2026-08-01T21:04:39.930639Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-05T00:45:13.364449Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.00538","last_updated":"2026-08-01T08:46:53Z","snapshot_observed_at":"2026-08-19T05:37:22.279424Z","submitted_at":"2026-08-01T08:46:53Z","title":"DE-NER : Zero-shot Named Entity Recognition via Dialogue Elicitation of Large Language Models","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-05T00:45:13.364449Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2608.00538"},"observation_digest":"sha256:4860d2a10c7fe7fec8817ca5f965e92c6e7fa4841a63084391dbbb737228bc53","observation_id":"67ee4ab6-e5bb-44e4-90a0-d0b56a33582d","resolution":{"observed_at":"2026-08-05T00:45:13.364449Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.19154","snapshot_observed_at":"2026-08-06T00:20:34.675804Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.01366","last_updated":"2026-08-04T05:28:54Z","snapshot_observed_at":"2026-08-15T01:10:55.224631Z","submitted_at":"2026-08-02T16:33:27Z","title":"Asking Questions the Right Way: A Multi-Agent Conversational System for Prompt Formulation in Complex Task Resolution","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T00:20:34.675804Z"},"links":{"cited_paper":"/paper/2403.19154","citing_paper":"/paper/2608.01366"},"observation_digest":"sha256:a46ab80c2669ed3274a8c9f91841960309380939bc34e7648e5e6f7e87409d5c","observation_id":"00c86bf7-678c-46eb-8c19-77a328fdc3c4","resolution":{"observed_at":"2026-08-06T00:20:34.675804Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2403.19154/citation-record","integrity":"/paper/2403.19154/integrity","json":"/paper/2403.19154/citation-record.json","paper":"/paper/2403.19154"},"outbound":[],"paper":{"arxiv_id":"2403.19154","last_updated":"2024-08-07T19:44:28Z","latest_version":3,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-16T14:05:38.912035Z","submitted_at":"2024-03-28T05:35:22Z","title":"STaR-GATE: Teaching Language Models to Ask Clarifying Questions"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"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":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"thesis":"As of 24 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2403.19154."}