{"as_of":"2026-08-13T23:06:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:b88f96fbd42572d8810569121ce4a162d9120a34d6ee4909bb963cb113d5ebbb","coverage":[{"denominator":38,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":38,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T17:20:46.087115Z","state":"measured"},{"denominator":38,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":38,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-13T06:32:02.005865+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/2608.03527/citation-record","integrity":"/paper/2608.03527/integrity","json":"/paper/2608.03527/citation-record.json","paper":"/paper/2608.03527"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:20:47.714460Z","title":"motion dazzle human perception algorithms heuristics","venue":null,"work_id":"04d0debc-da77-41ee-aaff-9496e0420e16","year":2000},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:41.981604Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:9ea099239bbf3a02ba6036554be72d8f1d5ffdccb5d2a1378bd3f7cbf1a97a5f","observation_id":"7957b295-a0b2-4239-bcef-72409eb94d63","resolution":{"observed_at":"2026-08-05T17:20:47.725584Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.673691Z","title":"Note that the query intent may contain irrelevant, broader, or overly expanded thoughts","venue":null,"work_id":"4e9bd249-306d-4ec9-a88c-4cc55bac5c83","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:42.220610Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:06a50b58bb2322e7a3d105bf153fa37dcb2ef6ac12467d82b964f94155b04e0d","observation_id":"499a1bbe-8c8b-4f32-a8a9-d6bd5e87a820","resolution":{"observed_at":"2026-08-05T17:20:47.681549Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:41.760422Z","title":"Weiwei Sun, Lingyong Yan, Xinyu Ma, Shuaiqiang Wang, Pengjie Ren, Zhumin Chen, Dawei Yin, and Zhaochun Ren","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:41.760422Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:b41c02a5a2c7f04686fd58a69af710e15274c978a95e04f4d3fe76842a63d7fa","observation_id":"1ca1742e-7d30-454a-80e3-8247e481bab8","resolution":{"observed_at":"2026-08-05T17:20:41.760422Z","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":"2026-08-05T17:20:47.737828Z","title":"To what extent and how can the motion dazzle effect give significant insight into the general algorithms or heuristics that underlie general perception in humans?","venue":null,"work_id":"d51f1308-c8c8-4eac-bac0-e2666f0feb42","year":2025},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:41.840227Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:405e322b18e2ff86bdb2ac0de6848a1e21eed5878c824fd2ca4aa167785b1b8b","observation_id":"ebc105c1-7505-4c3d-8ef2-d2cea6b42c17","resolution":{"observed_at":"2026-08-05T17:20:47.743628Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.697500Z","title":null,"venue":null,"work_id":"45dce4f8-d191-4b38-965d-2de11531e4ee","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:42.105009Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:1ce608982c351c4b0fa5e6a284955b2f871e255fee7554c50d482c54f80bb624","observation_id":"32be1f9b-5cd6-4531-a702-381516908705","resolution":{"observed_at":"2026-08-05T17:20:47.702440Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.576324Z","title":"set_level_rubrics","venue":null,"work_id":"ca7ae372-23df-432e-b96b-5f3664acd031","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:42.560119Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:2ddb244491240b65c713d45d30bd0442edae19e08f6bccfef83ae74bd4983db3","observation_id":"4d15793f-ace5-4637-8b94-a52593bc6f34","resolution":{"observed_at":"2026-08-05T17:20:47.581549Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.557847Z","title":"Your job: - First analyze the query, the query intent, and the reference answer","venue":null,"work_id":"161bdbcd-bcdc-464d-b32d-39f67ac70fc8","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:42.688990Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:77701932f249882486540009ed40e8b20c37b0314c2d0167a4ce28ec50db8463","observation_id":"04f78a19-6c85-421b-a5ea-c7968f4bb8a4","resolution":{"observed_at":"2026-08-05T17:20:47.563429Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.655842Z","title":"Each distinct paragraph in the reference answer typically corresponds to a need aspect that the document set should support with evidence","venue":null,"work_id":"d2149886-39e8-430b-a7b8-6a86d72fb862","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:42.755406Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:92a4dbc9472eda04df4c19285d6cc5c7901ab30e01ea0ec10bfc000f6aba5778","observation_id":"390c6cd7-df8b-4142-ac14-23587c9637c3","resolution":{"observed_at":"2026-08-05T17:20:47.660372Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.639665Z","title":"Count limit: Generate exactly one query-specific rubric under this meta rubric","venue":null,"work_id":"507de75f-e2db-4c64-8218-c551e2a1b592","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:42.829391Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:9b6c52ecfdec41495314e31174e8e18bf13d17d11cd3329fc833a6c594312837","observation_id":"02870a77-5d53-4d99-a0ff-02557de3fdad","resolution":{"observed_at":"2026-08-05T17:20:47.644736Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.621675Z","title":null,"venue":null,"work_id":"77dc860d-bab4-4951-89f7-73946cc3a20d","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:42.951756Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:ee8e5b7a6ff9432cfeaedac05d6f45d855be5bbd83abcbe9b487ae3bf2ed052a","observation_id":"bac31273-723b-4096-b664-cfc569c656a6","resolution":{"observed_at":"2026-08-05T17:20:47.627415Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.602866Z","title":"It should only be triggered when the query clearly belongs to a domain where source authority is critical, such as medicine, law, finance, policy","venue":null,"work_id":"524bb831-aa5f-415c-8cad-751463246173","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:43.120814Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:260535eb878b8b82d9bf4a32c5c75590029a57879964ffd466fe9c54e472639e","observation_id":"d309d806-6535-4609-8411-86ede7068d7f","resolution":{"observed_at":"2026-08-05T17:20:47.609470Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.543119Z","title":"set_level_rubrics","venue":null,"work_id":"67c691c2-805f-4e3e-8c1a-4abde56c2e50","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:43.260687Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:76ecc0e00a059933fa06a5a300d0cfebabca3da69f5e04b834e2f03c42869ced","observation_id":"fe219fd4-33c9-41dd-8d73-521041d9c331","resolution":{"observed_at":"2026-08-05T17:20:47.547395Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.528564Z","title":null,"venue":null,"work_id":"961706c3-d616-437a-b329-d9cf2c3741b3","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:43.453412Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:7aae6d54cd5a9ea7c9cb409eab58074cd215f3211fa714f8b52707e87a5ec28b","observation_id":"a347eace-b5dd-453d-875e-a1462e992c08","resolution":{"observed_at":"2026-08-05T17:20:47.532786Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.498681Z","title":"Your job:","venue":null,"work_id":"5a61f054-6267-485a-ba53-18e5f96f167a","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:43.795344Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:4991f9f930a625b58746cd2b4fbe6c148c76a63ab647d67d7054e61ce89e129e","observation_id":"014fad24-b22a-4816-9df9-ec2feee3b880","resolution":{"observed_at":"2026-08-05T17:20:47.503711Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.484106Z","title":null,"venue":null,"work_id":"0208ca50-d4e5-4c3d-8e06-63a3ae511f90","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:43.941961Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:296bcf99d91abacacfb2ee6c3d804fe0c8d72a131e5544e33bf94566609f2835","observation_id":"884aaeee-3ff2-46ab-ad5d-73e16cde2ed2","resolution":{"observed_at":"2026-08-05T17:20:47.488688Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.454111Z","title":null,"venue":null,"work_id":"acf62a15-602f-48eb-9fa1-7d219933819b","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.213190Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:6967f9783eb2d4f2594163ae7168c9dbb97fda5ef215aceaf1a7492471024973","observation_id":"427439e4-7bdd-48e0-8c5b-fea092782b4b","resolution":{"observed_at":"2026-08-05T17:20:47.458318Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.438435Z","title":"Output format (STRICT): Return ONLY the selected document identifiers in order, each wrapped in square brackets and separated by a single space","venue":null,"work_id":"af12a896-eaeb-4499-a762-dd45591ef8d7","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.352265Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:d310aef47303dd2b6184b811a39e01ced1073bf4c841f4dea1787de7b2d91864","observation_id":"72302d85-abdb-4388-9001-598fdb270314","resolution":{"observed_at":"2026-08-05T17:20:47.442996Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.513716Z","title":"These are split into: - **Set-level rubrics** (Relevance / Conciseness / Consistency): judge the whole selected set jointly","venue":null,"work_id":"26332e02-4130-49e3-9cfb-730a362e1758","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.504561Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:de12bcc2924bfc8b28d9f989a03287ef17de1673cfc0fd61b5f1faa3a723f40f","observation_id":"01f1f919-67ab-4dee-ba63-e3d19f5a2713","resolution":{"observed_at":"2026-08-05T17:20:47.518070Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.423369Z","title":"Your job:","venue":null,"work_id":"59ee4c52-ef45-433a-bf01-7890aed7b7f4","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.624531Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:ea45f1d4d5613328559031e0bf5034082770aeafe2cb659fd287b1d6b0658d6d","observation_id":"645bf5a3-fbae-4391-b0b4-fbb512909b43","resolution":{"observed_at":"2026-08-05T17:20:47.427962Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.408414Z","title":null,"venue":null,"work_id":"6c4a927a-088b-460a-8d51-e6055ae3bc64","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.703460Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:cf1257e28062c7b624d3de7d98ed331661e612b9677748f1f9f180c19e8835f6","observation_id":"bc2522cc-ea82-4d86-a2a6-555f51f3590b","resolution":{"observed_at":"2026-08-05T17:20:47.412534Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.468546Z","title":null,"venue":null,"work_id":"31cefad6-0041-48c6-abf7-61f298083673","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.810640Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:1876c6d388259eec023017a252c250706ba234700d1a1fdf688fa76ad98efac2","observation_id":"c61d2736-b6c8-47dc-8929-b0ae2b24f32b","resolution":{"observed_at":"2026-08-05T17:20:47.472791Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.392410Z","title":"The selected set should cover the important information needs, avoid unnecessary redundancy, and prefer documents that satisfy doc-level rubrics (if provided)","venue":null,"work_id":"58216fff-34e1-48a1-9102-9c6386822b63","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.899034Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:829a13dd4f7cc4c298c26c409ea5600bdff3b555a542372397119e769d1fd362","observation_id":"33e0da34-cf6a-46aa-b34b-cb4a118331f9","resolution":{"observed_at":"2026-08-05T17:20:47.397759Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.376637Z","title":"Output format (STRICT): Return ONLY the selected document identifiers in order, each wrapped in square brackets and separated by a single space","venue":null,"work_id":"deb62668-6950-4f82-9119-d6a775f5c42b","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:44.983300Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:036072f2efcd7e2f60ac77c722c59640c64d4a0bb2c5d4d9797c491e3f8b3d98","observation_id":"82632e8c-aa17-46a3-8751-fdbd1cc92e96","resolution":{"observed_at":"2026-08-05T17:20:47.381414Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.359701Z","title":null,"venue":null,"work_id":"af0468ee-9439-42a9-b30e-4f42daaa625e","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.071439Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:d00f80eb590154754ca13b8eb068c1c7e9cccee416c5ea79f8b488c6ad545f21","observation_id":"53f97546-3d74-4184-a9bf-b3f8eb6872d9","resolution":{"observed_at":"2026-08-05T17:20:47.365023Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.342387Z","title":null,"venue":null,"work_id":"fd2c1bbd-0195-4352-a3df-5f93b5723fe8","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.188849Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:1ce3ee5d4d4d072c4cb605685a05139503495186ba83a7c637cdaf4ddddf210f","observation_id":"0120a0c4-8062-473c-b7b3-99c9e7d1f98b","resolution":{"observed_at":"2026-08-05T17:20:47.346992Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:47.078926Z","title":null,"venue":null,"work_id":"9084cf00-5ddb-41a8-8eb4-ae24e8475193","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.295826Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:ff8e268f55c03437b901ebbee16370178a5fb9e5d0b57fd4d8652823f546a6a7","observation_id":"6b9fed45-974a-42ee-8876-785621eee12d","resolution":{"observed_at":"2026-08-05T17:20:47.188088Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.833637Z","title":"For general, everyday, entertainment, or low-stakes informational queries, ignore this rubric","venue":null,"work_id":"9d8b544f-152a-4a90-b4b4-8b05ac8b9555","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.386557Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:d01b7a3003bdd1f61481bfdfe3d62a3636165bd5f4bb9396682ac776c702012c","observation_id":"03b2da9a-a3c9-4b85-9e47-e6fad053d088","resolution":{"observed_at":"2026-08-05T17:20:46.953512Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.715745Z","title":"For queries with no temporal requirement, ignore this rubric","venue":null,"work_id":"7ab134aa-f550-4061-9664-0715cff95148","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.462198Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:ffeab1d0082f5e97f7a18943e2221805a40442e9dbdd9d19ed4b061142b72086","observation_id":"a0ad3b41-63ab-4d2c-a5ee-f83963abb214","resolution":{"observed_at":"2026-08-05T17:20:46.724166Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.698222Z","title":"Do not output any other text or explanation","venue":null,"work_id":"54269f63-457f-4114-9450-d329643f7d07","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.541892Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:b9075d1601e24aa072b53495b1da6e12194fea77c83d780cd46a01351b270c86","observation_id":"bf24cdd3-4697-471d-a2fd-b9db0d01159a","resolution":{"observed_at":"2026-08-05T17:20:46.703291Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.679368Z","title":null,"venue":null,"work_id":"53f1a86d-36f2-41a1-ad6b-4f7d304be228","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.627973Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:6b3ca23f2cd98b7fbc377120f1bd70121e6a7e596aff490fc11ea6cbf64a61ce","observation_id":"fa774b52-7301-4e0a-8b41-f88cc53ec366","resolution":{"observed_at":"2026-08-05T17:20:46.684870Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.660490Z","title":null,"venue":null,"work_id":"ece45c75-65ea-47b3-8772-283a810b981f","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.682630Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:09cf1a4aab85ef2c0cf20757fd06ef5311abf0f4c121344a390a5bb9c9804eeb","observation_id":"172a5bfa-ea62-4edc-8228-18c2cc4f091c","resolution":{"observed_at":"2026-08-05T17:20:46.665710Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.643185Z","title":null,"venue":null,"work_id":"0f51b272-1543-4f44-9136-4b13c366b6f2","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.770212Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:759deac9449c1a68ab152bb90bf74de3c971d5a34302ccb0ad6f84bfd5af2cec","observation_id":"c93827ba-8b50-4f5d-b2c5-69f0abca681c","resolution":{"observed_at":"2026-08-05T17:20:46.648193Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.627131Z","title":"For general, everyday, entertainment, or low-stakes informational questions, ignore this rubric","venue":null,"work_id":"b5f21cc7-b6ce-404b-a4a3-3125bc047ff5","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:45.873331Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:3101cede919fa953a684de57e2c7ffe883cd3ef786aa3dd91fc39e08d51e4762","observation_id":"2ae53446-5527-4f49-b398-d05c5715575d","resolution":{"observed_at":"2026-08-05T17:20:46.632157Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.610161Z","title":"For questions with no temporal requirement, ignore this rubric","venue":null,"work_id":"37a5c1cd-879f-41de-8b0d-799b28c25d01","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:46.003795Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:b606322dc8b0a44c710369b781b0741f3bc19ae71006fdd7b40162b05a0c9bec","observation_id":"81a80193-2633-4a8d-882e-026e6a90f7e1","resolution":{"observed_at":"2026-08-05T17:20:46.615225Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-05T17:20:46.592404Z","title":"Do not output any other text or explanation","venue":null,"work_id":"b0d94ac2-b778-4ace-b878-a2cd9d838264","year":null},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:46.087115Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:46bf99f702e9a2e2f0e5a2cda473862a3ece0d6fb65fee8a51278c317fce9385","observation_id":"0065aaca-7356-4274-95f3-e325206fd8a6","resolution":{"observed_at":"2026-08-05T17:20:46.598178Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.14574","last_updated":"2024-12-19T06:44:59Z","snapshot_observed_at":"2026-08-12T01:28:03.724754Z","submitted_at":"2024-12-19T06:44:59Z","title":"Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.14574","snapshot_observed_at":"2026-08-05T17:20:41.712525Z","title":"CoRR, abs/2412.14574","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:41.712525Z"},"links":{"cited_paper":"/paper/2412.14574","citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:eb103b05c7a8f372f8de80d5d52c1a71f401feab9096750b9da71aa8745fd257","observation_id":"9bd0fa4d-3a99-4cfe-819d-2c43ca52fecb","resolution":{"observed_at":"2026-08-05T17:20:41.712525Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2507.17746","last_updated":"2025-10-03T01:55:55Z","snapshot_observed_at":"2026-08-12T14:23:22.826603Z","submitted_at":"2025-07-23T17:57:55Z","title":"Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2507.17746","snapshot_observed_at":"2026-08-05T17:20:41.638577Z","title":"Yun He, Wenzhe Li, Hejia Zhang, Songlin Li, Karishma Mandyam, Sopan Khosla, Yuanhao Xiong, Nan- shu Wang, Xiaoliang Peng, Beibin Li, Shengjie Bi, Shishir G","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:41.638577Z"},"links":{"cited_paper":"/paper/2507.17746","citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:da6e80802eedf5f73e0989ec11851043a3e9f7432f1d825d27e73d596ce876a1","observation_id":"98bf5dad-2713-4ba4-ba9b-c01609bfd913","resolution":{"observed_at":"2026-08-05T17:20:41.638577Z","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":"2603.24204","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:20:46.522949Z","title":"Yunfan Gao, Yun Xiong, Xinyu Gao, Kangxiang Jia, Jinliu Pan, Yuxi Bi, Yi Dai, Jiawei Sun, Qianyu Guo, Meng Wang, and Haofen Wang","venue":null,"work_id":"903378e3-a430-45cd-9d3b-f15376ee34e4","year":2023},"citing_paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent","version":1},"reference_index":2026,"source":"pdf_text","source_observed_at":"2026-08-05T17:20:41.554613Z"},"links":{"citing_paper":"/paper/2608.03527"},"observation_digest":"sha256:97e742b42c6f76d38a6515daa45f2369c6bf792e2a27bb6e1dad566b931d8ff0","observation_id":"1f10b9fe-e3dd-4465-8d0e-2505e033d76c","resolution":{"observed_at":"2026-08-05T17:20:46.580136Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2608.03527","last_updated":"2026-08-04T12:11:14Z","latest_version":1,"primary_category":"cs.IR","snapshot_observed_at":"2026-08-12T01:28:16.023462Z","submitted_at":"2026-08-04T12:11:14Z","title":"Training Documents Reranker with Search Rubrics for Deep Research Agent"},"reference_resolution":{"displayed":38,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":16,"verified_exact":1,"verified_fuzzy":21},"total_outbound_references":38},"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":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"thesis":"As of 13 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.03527."}