{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:FCUMUHGLKTB3VCTD4Y6ELMW4RW","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"ce251e68a8a539b7bb96b3b7b3ee02ad3a7eeb212cf6fb8c7bcecb93c65ed174","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-08T06:02:05Z","title_canon_sha256":"4181653bd730ffb6b00dd431c125272ff15b0c631f7b2586dcab7a1480c570de"},"schema_version":"1.0","source":{"id":"2606.09064","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.09064","created_at":"2026-06-09T02:07:56Z"},{"alias_kind":"arxiv_version","alias_value":"2606.09064v1","created_at":"2026-06-09T02:07:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.09064","created_at":"2026-06-09T02:07:56Z"},{"alias_kind":"pith_short_12","alias_value":"FCUMUHGLKTB3","created_at":"2026-06-09T02:07:56Z"},{"alias_kind":"pith_short_16","alias_value":"FCUMUHGLKTB3VCTD","created_at":"2026-06-09T02:07:56Z"},{"alias_kind":"pith_short_8","alias_value":"FCUMUHGL","created_at":"2026-06-09T02:07:56Z"}],"graph_snapshots":[{"event_id":"sha256:96c6e1fc3a825ac4611cb23f5a72674373ca7b7e01975de301ca5c5d8b050fb2","target":"graph","created_at":"2026-06-09T02:07:56Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2606.09064/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in Video Large Language Models (Video-LLMs) have enabled performance on long-video understanding tasks. However, existing methods still face two key limitations: evidence acquisition often relies on a single search intent, and answer generation lacks an effective visual feedback mechanism. To address these limitations, we propose \\textbf{CoVER}, a Comprehensive Visual Evidence and Reflection framework for long-video understanding. CoVER enables Video-LLMs to \\textbf{See More} by dynamically gathering query-expanded visual evidence, and \\textbf{Think Deeper} by verifying draft a","authors_text":"Bowen Liu, Chen Jia, Naiming Liu, Shuning Wang, Shuo Nie, Weijie Zhu, YiNuo Lu, Yumeng Zhang, Zhiheng Wu","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-08T06:02:05Z","title":"See More, Think Deeper: Query-Expanded Visual Evidence and Answer-Clue Guided Reflection for Long Video Understanding"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.09064","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:0fdeeb8db0901a4b3ba94b2f6c5d931b78bb67054c00a9a7e51dc932af0c0916","target":"record","created_at":"2026-06-09T02:07:56Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"ce251e68a8a539b7bb96b3b7b3ee02ad3a7eeb212cf6fb8c7bcecb93c65ed174","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-08T06:02:05Z","title_canon_sha256":"4181653bd730ffb6b00dd431c125272ff15b0c631f7b2586dcab7a1480c570de"},"schema_version":"1.0","source":{"id":"2606.09064","kind":"arxiv","version":1}},"canonical_sha256":"28a8ca1ccb54c3ba8a63e63c45b2dc8dbf181ee8050f010416464e059499a92c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"28a8ca1ccb54c3ba8a63e63c45b2dc8dbf181ee8050f010416464e059499a92c","first_computed_at":"2026-06-09T02:07:56.520944Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-09T02:07:56.520944Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6dlZUVVjNvtMlW3uWMKp17pH7sWb8uq7g+klLBOfFGc4QPAxzZE5H225tAaGx3KK6KakMMhP5UncFKz+r5YBCw==","signature_status":"signed_v1","signed_at":"2026-06-09T02:07:56.522258Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.09064","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0fdeeb8db0901a4b3ba94b2f6c5d931b78bb67054c00a9a7e51dc932af0c0916","sha256:96c6e1fc3a825ac4611cb23f5a72674373ca7b7e01975de301ca5c5d8b050fb2"],"state_sha256":"b83a44f6a8f21e5847c309ab7b2327f72249fe7f3ef18770e9f39a6100fe70df"}