{"as_of":"2026-08-08T22:37:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:026b0bdcb10d09610bd91414c66021130b0b1d5fff4b69049175eda48deb5d44","coverage":[{"denominator":16,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":16,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-31T02:16:44.834101Z","state":"measured"},{"denominator":16,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":16,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+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/2607.25068/citation-record","integrity":"/paper/2607.25068/integrity","json":"/paper/2607.25068/citation-record.json","paper":"/paper/2607.25068"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.768879Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.768879Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:a0dfab9093e17ab0b63fe01338df05b28a2c672449b9bfd4b9add3ec797f6953","observation_id":"9feb302c-942e-4612-8786-8dd9c0f55440","resolution":{"observed_at":"2026-07-31T02:16:44.768879Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.05176","last_updated":"2023-05-09T05:11:02Z","snapshot_observed_at":"2026-07-31T18:33:34.529799Z","submitted_at":"2023-05-09T05:11:02Z","title":"FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.05176","snapshot_observed_at":"2026-07-31T02:16:44.774266Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.774266Z"},"links":{"cited_paper":"/paper/2305.05176","citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:bd46159dbdd2722e3340e362f7c60ca7e2bdb1cb0ae8ac6809460a6d07faed85","observation_id":"03a5dc5e-9dcb-4ba8-a16b-ac16888a0f17","resolution":{"observed_at":"2026-07-31T02:16:44.774266Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.779046Z","title":"Lakshmanan, and Ahmed Hassan Awadallah","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.779046Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:f6e8488f73f09f17a30c32eea7b6dac4229a8e92e5b2b72b45a7046061b251ec","observation_id":"14d9853c-eacf-4b58-ba11-8a35da1e354a","resolution":{"observed_at":"2026-07-31T02:16:44.779046Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.783243Z","title":null,"venue":null,"work_id":null,"year":2001},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.783243Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:21d8aeb9937c332bda938685eeaf89fa9fd0233084946ac1a6806dfbc252138a","observation_id":"9c0da434-02d8-4648-a412-e85dc8b7f332","resolution":{"observed_at":"2026-07-31T02:16:44.783243Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.787296Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.787296Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:3ae1d20bceb9155cdabf690aa58fb87a7ce9be7f31ad2ed9815ff402b45853f5","observation_id":"87dd4ba0-7225-47e8-96b0-208252dccbda","resolution":{"observed_at":"2026-07-31T02:16:44.787296Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.791428Z","title":"Weinberger","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.791428Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:31deeca3347ce74bf3a4c273244bf333f29017d077241125287cec6015d93f1b","observation_id":"eb875d20-2f94-4eed-810b-3d29d9d4eea5","resolution":{"observed_at":"2026-07-31T02:16:44.791428Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2207.05221","last_updated":"2022-11-21T16:38:35Z","snapshot_observed_at":"2026-08-06T08:34:11.887259Z","submitted_at":"2022-07-11T22:59:39Z","title":"Language Models (Mostly) Know What They Know","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2207.05221","snapshot_observed_at":"2026-07-31T02:16:44.796076Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.796076Z"},"links":{"cited_paper":"/paper/2207.05221","citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:af3d1fe738af9e234d5e5167ad73592d63f2bafbfab4808ee7023dfbb72e5964","observation_id":"39a5b6ec-ec61-40fd-a741-6ba12b2a4556","resolution":{"observed_at":"2026-07-31T02:16:44.796076Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.800381Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.800381Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:53255c944523d82d301f7f8a3292e0f36a0b683918ad2622d07105671bfae194","observation_id":"6851aad7-5bcf-4ff5-9827-c0fac929252b","resolution":{"observed_at":"2026-07-31T02:16:44.800381Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.12963","last_updated":"2025-01-19T15:59:56Z","snapshot_observed_at":"2026-07-06T16:35:48.413898Z","submitted_at":"2023-10-19T17:57:39Z","title":"AutoMix: Automatically Mixing Language Models","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.12963","snapshot_observed_at":"2026-07-31T02:16:44.804379Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.804379Z"},"links":{"cited_paper":"/paper/2310.12963","citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:f4119ca2d6244e4741e578a04ccb8b7611a57625b8975c5edda468c3dc202368","observation_id":"d567b074-7194-4547-9479-8e36f8b2adbd","resolution":{"observed_at":"2026-07-31T02:16:44.804379Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.18665","last_updated":"2025-02-23T08:50:33Z","snapshot_observed_at":"2026-07-30T15:06:18.011623Z","submitted_at":"2024-06-26T18:10:22Z","title":"RouteLLM: Learning to Route LLMs with Preference Data","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.18665","snapshot_observed_at":"2026-07-31T02:16:44.808471Z","title":"Gonzalez, M","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.808471Z"},"links":{"cited_paper":"/paper/2406.18665","citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:7e37c2e62dcc61611f474987019f846bb5d4e15cd5f47468dc369274b2dcf222","observation_id":"cf55a4a3-37a8-4216-b3a6-728f85daf68a","resolution":{"observed_at":"2026-07-31T02:16:44.808471Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.812575Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.812575Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:cefe95f4d47df3726406d9dc16d92087a32633f7bee759f3b11f4833765cbea0","observation_id":"4b080adf-3b43-4cdd-b12e-2b5c39f88523","resolution":{"observed_at":"2026-07-31T02:16:44.812575Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.816634Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.816634Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:eeb04fcc2238157f36c64904a33c1f396bbca63244a7baedfecd24868ef3d383","observation_id":"7b344a36-bea5-4790-905b-fe1285da1e3b","resolution":{"observed_at":"2026-07-31T02:16:44.816634Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.820400Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.820400Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:b1985b4cde24de0ded8c64d0cfd902aa220fb143f9745123e88592556c16278d","observation_id":"a5f493d4-0c93-403a-8929-ebc3dcf89531","resolution":{"observed_at":"2026-07-31T02:16:44.820400Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T02:16:44.824383Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.824383Z"},"links":{"citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:ea1c4b23cd77970ae1d01891ca7ada3830bf926b0683f68f0b3443d99b4d8bbd","observation_id":"deda68d7-45ff-4157-afb0-67d801776583","resolution":{"observed_at":"2026-07-31T02:16:44.824383Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03094","last_updated":"2024-02-08T22:02:22Z","snapshot_observed_at":"2026-08-06T02:17:36.856108Z","submitted_at":"2023-10-04T18:21:17Z","title":"Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03094","snapshot_observed_at":"2026-07-31T02:16:44.828313Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.828313Z"},"links":{"cited_paper":"/paper/2310.03094","citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:eb4e5d4ae2046ae1d1ca38fe1a6a2b4647b5254f926342d44f0c7556dae1d57c","observation_id":"a1ab2906-8665-43d2-8239-46f0fdb9c1d1","resolution":{"observed_at":"2026-07-31T02:16:44.828313Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03046","last_updated":"2023-10-03T22:16:13Z","snapshot_observed_at":"2026-07-06T16:27:51.438846Z","submitted_at":"2023-10-03T22:16:13Z","title":"EcoAssistant: Using LLM Assistant More Affordably and Accurately","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03046","snapshot_observed_at":"2026-07-31T02:16:44.834101Z","title":"Awadallah, and Chi Wang","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-07-31T02:16:44.834101Z"},"links":{"cited_paper":"/paper/2310.03046","citing_paper":"/paper/2607.25068"},"observation_digest":"sha256:588140c3f8a4a59b86a895d2e09f918f944ebe0e239fea7f7be134629b5bf387","observation_id":"7df288e6-8510-4040-8b5c-02550e6311b7","resolution":{"observed_at":"2026-07-31T02:16:44.834101Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.25068","last_updated":"2026-07-27T20:52:15Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-02T23:45:34.427712Z","submitted_at":"2026-07-27T20:52:15Z","title":"How Often Should a Recommender Call an LLM? Value-Weighted Routing, Monitoring, and Seasonal Robustness"},"reference_resolution":{"displayed":16,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":16,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":16},"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":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2607.25068."}