{"as_of":"2026-08-07T10:30:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:a7daf22bfad3bac03116fb6f13183a3a7d305a098a7ae32a242167f8aa925b87","coverage":[{"denominator":21,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":21,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T05:44:49.725882Z","state":"measured"},{"denominator":21,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":21,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2509.05006/citation-record","integrity":"/paper/2509.05006/integrity","json":"/paper/2509.05006/citation-record.json","paper":"/paper/2509.05006"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2405.03845","last_updated":"2024-05-06T20:50:17Z","snapshot_observed_at":"2026-07-06T18:10:41.264712Z","submitted_at":"2024-05-06T20:50:17Z","title":"Self-Improving Customer Review Response Generation Based on LLMs","version":1},"cited_work":{"arxiv_id":"2405.03845","doi":null,"metadata_source":"pith","pith_arxiv_id":"2405.03845","snapshot_observed_at":"2026-08-05T05:44:50.327638Z","title":"Self-Improving Customer Review Response Generation Based on LLMs","venue":"cs.CL","work_id":"940229bc-75e7-41a0-8f79-1470fff9f05b","year":2024},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:47.082674Z"},"links":{"cited_paper":"/paper/2405.03845","citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:9bf443832d5b23983b3e5bc1eb2d086ebe1451c3e70303baaf79537e87807ba7","observation_id":"e6eb4f0b-327d-46c1-b292-f4f139962357","resolution":{"observed_at":"2026-08-05T05:44:50.409060Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:52.431046Z","title":null,"venue":null,"work_id":"dacb8ee3-bd0a-4cab-91ce-ab25d2b89257","year":null},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:47.212448Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:99868d13fef16264b4164907f768d4001f2455720a042792ad117b5d2f7afa24","observation_id":"69731ad8-fc4f-4b57-9e5b-a06f7a06ee8e","resolution":{"observed_at":"2026-08-05T05:44:52.505568Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:52.289318Z","title":"B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J","venue":null,"work_id":"b06b7433-2692-44bd-adb3-f52be005f828","year":2020},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:47.397028Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:6720956969c9e70be787ecfa366ddc2e3ba6af38bfac0fb94e15849ad83fc8b7","observation_id":"50941329-fd33-4a0c-ad6a-18f7783ebeff","resolution":{"observed_at":"2026-08-05T05:44:52.371429Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:47.586461Z","title":"-H., Tseng, B","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:47.586461Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:672dce6bed6ec5f51d0d5cbd9ff8eef120100f09a90a54cc08377857b3cfab3b","observation_id":"9ed09e13-efe7-41fb-9a5e-e92df4c0e960","resolution":{"observed_at":"2026-08-05T05:44:47.586461Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2202.08906","last_updated":"2022-04-29T23:24:20Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2022-02-17T21:39:10Z","title":"ST-MoE: Designing Stable and Transferable Sparse Expert Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2202.08906","snapshot_observed_at":"2026-08-05T05:44:47.674501Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:47.674501Z"},"links":{"cited_paper":"/paper/2202.08906","citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:329fc3462b3935e21a873bb540482e5faf578d08d5f605af3a8cd7acbfdd8fb1","observation_id":"bd6911da-b306-490d-9a89-8e6fcc25d1b3","resolution":{"observed_at":"2026-08-05T05:44:47.674501Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:52.125646Z","title":null,"venue":null,"work_id":"b21fffc3-d83b-4298-af1f-ddbbc742b2cd","year":2025},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:47.856621Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:4c464d70e1aaceb058b71a2d980dc51d0f1de8f2e404b94987ba943cff687dd9","observation_id":"0bc9a501-d846-4cb0-bcef-43d92cf9f3fa","resolution":{"observed_at":"2026-08-05T05:44:52.223828Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:51.971069Z","title":"-W., Lee, K., & Toutanova, K","venue":null,"work_id":"682e5b40-8ba8-449b-a01e-3fb1a2b464f8","year":2019},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.025304Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:4a70e911564f14ccbc80a5f795c226bae3ffa1da8398e29b218331f4c3411a77","observation_id":"c0be47e0-97ca-4a9e-af2d-91f4a83b46b9","resolution":{"observed_at":"2026-08-05T05:44:52.042828Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2301.00234","last_updated":"2024-10-05T11:47:02Z","snapshot_observed_at":"2026-07-06T14:36:25.690733Z","submitted_at":"2022-12-31T15:57:09Z","title":"A Survey on In-context Learning","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2301.00234","snapshot_observed_at":"2026-08-05T05:44:48.207491Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.207491Z"},"links":{"cited_paper":"/paper/2301.00234","citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:4b8005f32c220c20513134392f3c743a1474b24e947f6ef08d51bbfe4f341c8e","observation_id":"f92171ed-567e-4a26-983b-7e4744115b77","resolution":{"observed_at":"2026-08-05T05:44:48.207491Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:51.843262Z","title":null,"venue":null,"work_id":"ac7c5510-dd61-42c6-b75c-ed747f1e1adf","year":2023},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.353123Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:31379b3fbd1bc64af46c56d2694358df328888750889a8d546304d3fe2fd4df7","observation_id":"1b527136-f254-4699-8f17-c0b100bc803c","resolution":{"observed_at":"2026-08-05T05:44:51.903031Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2305.13512","last_updated":"2023-08-17T19:23:20Z","snapshot_observed_at":"2026-08-06T14:13:38.842267Z","submitted_at":"2023-05-22T21:59:26Z","title":"Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding","version":2},"cited_work":{"arxiv_id":"2305.13512","doi":null,"metadata_source":"pith","pith_arxiv_id":"2305.13512","snapshot_observed_at":"2026-08-05T05:44:50.085054Z","title":"Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding","venue":"cs.CL","work_id":"84c3ce6d-9b48-47c6-9999-42f8ec621996","year":2023},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.451142Z"},"links":{"cited_paper":"/paper/2305.13512","citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:282bcac0b293f67b39e0cc413a534fa7acd5022a4c195e1d1826c6fe191339ea","observation_id":"4051395e-1c15-473c-ac0a-dea3761887b5","resolution":{"observed_at":"2026-08-05T05:44:50.201846Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:51.707002Z","title":"I., Xu, P., Jiang, F., Hu, Y., & Fung, P","venue":null,"work_id":"43d764e8-3e3d-499d-9a19-73d1e0458dde","year":2021},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.584876Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:c234909490c7522e82ce4def2491917ffd54401afb5dab1a91b811345a606a8c","observation_id":"0c70bb52-ad16-434d-b326-249e11f356cc","resolution":{"observed_at":"2026-08-05T05:44:51.778800Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:51.571924Z","title":null,"venue":null,"work_id":"1abb62bb-e1dd-4742-b735-d03e067dada5","year":2023},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.660652Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:4c942d8acfa2b32390008ad74005295269efbeb65a4091a699b50c91bbdd6e46","observation_id":"1d9e627f-39a6-44a9-946b-a81a6a671771","resolution":{"observed_at":"2026-08-05T05:44:51.628911Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:51.401780Z","title":null,"venue":null,"work_id":"458815ca-6005-40f7-9b6a-61ee9ce45095","year":2023},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.769149Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:2968b6af45e11792e30a0aa4a8bea436e1f554472412121447639d5333584631","observation_id":"400c1bfd-eb91-4b09-b5b4-b73fcadf797c","resolution":{"observed_at":"2026-08-05T05:44:51.475191Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:51.240189Z","title":null,"venue":null,"work_id":"4c37f7d9-d1ac-4cd3-b51a-8864db0b4564","year":2020},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.855592Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:58b7ba9d516cf07d2b2e4dbfe16697820574c0fc32fb2e5fe9d2ebd99dfbc3a2","observation_id":"a1cd1d6f-87be-4837-b5af-3da08fd77163","resolution":{"observed_at":"2026-08-05T05:44:51.311620Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:51.050405Z","title":null,"venue":null,"work_id":"2edecb85-7a66-4b7e-a344-6976b1851566","year":2023},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:48.962804Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:d058cec59cbbd58ff6bfcaa71854d7b9b88251b5a9909b411613dc54de6c7ba4","observation_id":"0a6b2b94-0edb-4372-ae00-09e8fd239a37","resolution":{"observed_at":"2026-08-05T05:44:51.160843Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2106.14464","last_updated":"2021-06-28T08:27:38Z","snapshot_observed_at":"2026-07-06T11:23:39.877416Z","submitted_at":"2021-06-28T08:27:38Z","title":"Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU","version":1},"cited_work":{"arxiv_id":"2106.14464","doi":null,"metadata_source":"pith","pith_arxiv_id":"2106.14464","snapshot_observed_at":"2026-08-05T05:44:49.895395Z","title":"Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU","venue":"cs.CL","work_id":"3158339f-9e9c-4174-b5a4-433ad8a8fa19","year":2021},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:49.086284Z"},"links":{"cited_paper":"/paper/2106.14464","citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:12dd778e740a4388ad2dbd204bad72c5d6dd72e4a3d61227308d3b5da2d2f781","observation_id":"40933156-3143-461d-8bf2-5927c56fe044","resolution":{"observed_at":"2026-08-05T05:44:49.978198Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2109.01652","last_updated":"2022-02-08T20:26:45Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2021-09-03T17:55:52Z","title":"Finetuned Language Models Are Zero-Shot Learners","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2109.01652","snapshot_observed_at":"2026-08-05T05:44:49.179159Z","title":"Y., Guu, K., Yu, A","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:49.179159Z"},"links":{"cited_paper":"/paper/2109.01652","citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:a9857dc2689d3499fb4aa7dcfe3333765270ad04195d8aa4ded74d94cfaa7202","observation_id":"2439c2f5-326b-4e51-bbdd-cd1fe4401faf","resolution":{"observed_at":"2026-08-05T05:44:49.179159Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:50.857579Z","title":null,"venue":null,"work_id":"ff58d175-5ae6-4158-a495-796b822fda6b","year":2022},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:49.307305Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:d6afd0c946901e0785f2a9367484ac4f22e962378f0139e733caae10af04752c","observation_id":"2000c570-48ca-4697-8417-1dc7457c1b42","resolution":{"observed_at":"2026-08-05T05:44:50.946340Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:50.639797Z","title":"M., Raghunathan, A., Liang, P., & Ma, T","venue":null,"work_id":"b437dec2-d4d6-4d39-9ab7-7a95def556ab","year":2022},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:49.428444Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:96fbb3bb2888023965f3d39aaeb26283fe0d7a4e3d7eeda408f549e6a5791528","observation_id":"3438efae-8836-4388-906f-ce4b57c8bfc3","resolution":{"observed_at":"2026-08-05T05:44:50.744341Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.18223","last_updated":"2026-03-18T05:34:39Z","snapshot_observed_at":"2026-08-06T23:27:24.356320Z","submitted_at":"2023-03-31T17:28:46Z","title":"A Survey of Large Language Models","version":19},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.18223","snapshot_observed_at":"2026-08-05T05:44:49.581653Z","title":"X., Zhou, K., Li, J., Tang, T., Wang, X., Hou, Y., … & Wen, J.-R","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:49.581653Z"},"links":{"cited_paper":"/paper/2303.18223","citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:2f546e67a2106801aa8b7bac682a28280d87d3282f2e39d08fc9377815518536","observation_id":"5fd4d4df-296c-42c3-befb-47a77e9dd856","resolution":{"observed_at":"2026-08-05T05:44:49.581653Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T05:44:50.474227Z","title":null,"venue":null,"work_id":"87e96be4-608e-445b-a771-3480480e7043","year":2024},"citing_paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-05T05:44:49.725882Z"},"links":{"citing_paper":"/paper/2509.05006"},"observation_digest":"sha256:cf52c1e728097587ef46283d43a50e2c11ebeabd301aa0b95cd560a14169201b","observation_id":"265876d5-5b5c-4213-b6d6-9151f83bca56","resolution":{"observed_at":"2026-08-05T05:44:50.539902Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2509.05006","last_updated":"2025-09-05T11:13:20Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-07T05:15:59.447770Z","submitted_at":"2025-09-05T11:13:20Z","title":"Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant"},"reference_resolution":{"displayed":21,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":0,"unresolved":14,"verified_exact":2,"verified_fuzzy":4},"total_outbound_references":21},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2509.05006."}