{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ZEWFPDXFKULKR2WMRZ7KS6J7PX","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":"6b8c8b2a6a730eb0bf4cd2ce9c5a886ab573766f6c9deae9483370eb74889876","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-16T06:32:45Z","title_canon_sha256":"fb6a356ea55578c7a37de34a3d3be19e9579ddd0e2237718e52bf69532b62ebd"},"schema_version":"1.0","source":{"id":"2407.11422","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.11422","created_at":"2026-07-05T08:44:24Z"},{"alias_kind":"arxiv_version","alias_value":"2407.11422v1","created_at":"2026-07-05T08:44:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.11422","created_at":"2026-07-05T08:44:24Z"},{"alias_kind":"pith_short_12","alias_value":"ZEWFPDXFKULK","created_at":"2026-07-05T08:44:24Z"},{"alias_kind":"pith_short_16","alias_value":"ZEWFPDXFKULKR2WM","created_at":"2026-07-05T08:44:24Z"},{"alias_kind":"pith_short_8","alias_value":"ZEWFPDXF","created_at":"2026-07-05T08:44:24Z"}],"graph_snapshots":[{"event_id":"sha256:279d98d2f75fb145bd4aa6534225e29b13830c143667e72b421f7c3dbf4e2dad","target":"graph","created_at":"2026-07-05T08:44:24Z","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/2407.11422/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large vision-language models (LVLMs) have shown promising performance on a variety of vision-language tasks. However, they remain susceptible to hallucinations, generating outputs misaligned with visual content or instructions. While various mitigation strategies have been proposed, they often neglect a key contributor to hallucinations: lack of fine-grained reasoning supervision during training. Without intermediate reasoning steps, models may establish superficial shortcuts between instructions and responses, failing to internalize the inherent reasoning logic. To address this challenge, we ","authors_text":"Feng Zheng, Haigang Zhang, Jinrui Zhang, Ping Lu, Teng Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-16T06:32:45Z","title":"Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.11422","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":"sha256:56c742d668e8aeb426d934ff57f06c29546357aab82ef4cb97675d65a5a61ed9","target":"record","created_at":"2026-07-05T08:44:24Z","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":"6b8c8b2a6a730eb0bf4cd2ce9c5a886ab573766f6c9deae9483370eb74889876","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-16T06:32:45Z","title_canon_sha256":"fb6a356ea55578c7a37de34a3d3be19e9579ddd0e2237718e52bf69532b62ebd"},"schema_version":"1.0","source":{"id":"2407.11422","kind":"arxiv","version":1}},"canonical_sha256":"c92c578ee55516a8eacc8e7ea9793f7dd181efb95db0c8ef8467f3c73887fc4e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c92c578ee55516a8eacc8e7ea9793f7dd181efb95db0c8ef8467f3c73887fc4e","first_computed_at":"2026-07-05T08:44:24.297848Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:44:24.297848Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1hAVsefFPNSVPVAbUW07oxFkawUadN3XKXtaXELFcuwpMAJZGfaPk1wLdJcnjWZGl3LHs+bHGVC0fNutH0F9DA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:44:24.298204Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.11422","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:56c742d668e8aeb426d934ff57f06c29546357aab82ef4cb97675d65a5a61ed9","sha256:279d98d2f75fb145bd4aa6534225e29b13830c143667e72b421f7c3dbf4e2dad"],"state_sha256":"32438c552799245cd8573a27c16560449884a4ed4e0691d228bed3ccd4578f38"}