{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:46NW7FVRHUV6QYJ7SH7WKREVZN","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":"5f1e75f3de2d87783189b1480180049cc339860d9241a776a2b99ef7c2861c1b","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-05T04:16:01Z","title_canon_sha256":"61502204bf9aa18a32b31e23d489012f89136f7642d81d404311608e194a4f82"},"schema_version":"1.0","source":{"id":"2606.06890","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.06890","created_at":"2026-06-08T01:04:34Z"},{"alias_kind":"arxiv_version","alias_value":"2606.06890v1","created_at":"2026-06-08T01:04:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.06890","created_at":"2026-06-08T01:04:34Z"},{"alias_kind":"pith_short_12","alias_value":"46NW7FVRHUV6","created_at":"2026-06-08T01:04:34Z"},{"alias_kind":"pith_short_16","alias_value":"46NW7FVRHUV6QYJ7","created_at":"2026-06-08T01:04:34Z"},{"alias_kind":"pith_short_8","alias_value":"46NW7FVR","created_at":"2026-06-08T01:04:34Z"}],"graph_snapshots":[{"event_id":"sha256:585f40ec8007302e8c7b9ee8a5957949d0bbf627af3672456b0293ab6afdd1e8","target":"graph","created_at":"2026-06-08T01:04:34Z","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/2606.06890/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision-Language Models (VLMs) frequently rely on language priors, producing confident answers that are weakly grounded in visual evidence. While this behavior is widely observed, its internal mechanisms and its impact on benchmark evaluation remain insufficiently understood. In this work, we study language-prior reliance from both mechanistic and behavioral perspectives. Internally, we combine counterfactual layer replacement with supervised layer-wise MLP probing to trace how ground-truth visual semantics and language-prior semantics compete across the language decoder. Our analysis reveals a","authors_text":"Qixun Wang, Qi Zhang, Runyu Zhou, Yisen Wang","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-05T04:16:01Z","title":"Diagnosing Visual Ignorance in Vision-Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.06890","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:b6494f21025ee807ee7af40a5df3c81d3852484c09c28195dc0ca54117fc1c9c","target":"record","created_at":"2026-06-08T01:04:34Z","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":"5f1e75f3de2d87783189b1480180049cc339860d9241a776a2b99ef7c2861c1b","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-05T04:16:01Z","title_canon_sha256":"61502204bf9aa18a32b31e23d489012f89136f7642d81d404311608e194a4f82"},"schema_version":"1.0","source":{"id":"2606.06890","kind":"arxiv","version":1}},"canonical_sha256":"e79b6f96b13d2be8613f91ff654495cb4a955202d4cae94b46a01d8c49ae290c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e79b6f96b13d2be8613f91ff654495cb4a955202d4cae94b46a01d8c49ae290c","first_computed_at":"2026-06-08T01:04:34.197886Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-08T01:04:34.197886Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fNt18m3iZZNrltZEFiNptg2uteZM/gd8/5JSoUQJziJb6ZTRGE3jcKBQB+w2EyUQDVD/8pcqbmvdXiSuFzG2Dg==","signature_status":"signed_v1","signed_at":"2026-06-08T01:04:34.198658Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.06890","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b6494f21025ee807ee7af40a5df3c81d3852484c09c28195dc0ca54117fc1c9c","sha256:585f40ec8007302e8c7b9ee8a5957949d0bbf627af3672456b0293ab6afdd1e8"],"state_sha256":"3cb9fd5e89ff81aad87d1790caf4e77b662e66470b03c2f9b613489e5b1f05d7"}