{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:V7EWKRYCLUOEUGSDVCZRXCNVKU","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":"056a2259c606e6d48bff7334a1baa5bf69cb8cabde072de8b88a571f3c15e463","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-29T16:26:28Z","title_canon_sha256":"ecff10d69b252835d1efef64a48aacae35ea3167b2589c91b0c0beff30112033"},"schema_version":"1.0","source":{"id":"2310.19061","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.19061","created_at":"2026-07-05T07:06:45Z"},{"alias_kind":"arxiv_version","alias_value":"2310.19061v1","created_at":"2026-07-05T07:06:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.19061","created_at":"2026-07-05T07:06:45Z"},{"alias_kind":"pith_short_12","alias_value":"V7EWKRYCLUOE","created_at":"2026-07-05T07:06:45Z"},{"alias_kind":"pith_short_16","alias_value":"V7EWKRYCLUOEUGSD","created_at":"2026-07-05T07:06:45Z"},{"alias_kind":"pith_short_8","alias_value":"V7EWKRYC","created_at":"2026-07-05T07:06:45Z"}],"graph_snapshots":[{"event_id":"sha256:67a694606c6f82dbd78dbc6401e03ee6859ef361b281470b30a8286356772ca8","target":"graph","created_at":"2026-07-05T07:06:45Z","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/2310.19061/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we critically evaluate the capabilities of the state-of-the-art multimodal large language model, i.e., GPT-4 with Vision (GPT-4V), on Visual Question Answering (VQA) task. Our experiments thoroughly assess GPT-4V's proficiency in answering questions paired with images using both pathology and radiology datasets from 11 modalities (e.g. Microscopy, Dermoscopy, X-ray, CT, etc.) and fifteen objects of interests (brain, liver, lung, etc.). Our datasets encompass a comprehensive range of medical inquiries, including sixteen distinct question types. Throughout our evaluations, we devi","authors_text":"Kai Zhang, Lichao Sun, Lifang He, Rong Zhou, Xiang Li, Zhiling Yan","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-29T16:26:28Z","title":"Multimodal ChatGPT for Medical Applications: an Experimental Study of GPT-4V"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.19061","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":"sha256:67b81273b09ed9d1b8dc7977e66c6f6777c9d51dbe4a4c95879106bbb2c74981","target":"record","created_at":"2026-07-05T07:06:45Z","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":"056a2259c606e6d48bff7334a1baa5bf69cb8cabde072de8b88a571f3c15e463","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-29T16:26:28Z","title_canon_sha256":"ecff10d69b252835d1efef64a48aacae35ea3167b2589c91b0c0beff30112033"},"schema_version":"1.0","source":{"id":"2310.19061","kind":"arxiv","version":1}},"canonical_sha256":"afc96547025d1c4a1a43a8b31b89b555197cacfe6d2dfe4124b370a06c4a406e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"afc96547025d1c4a1a43a8b31b89b555197cacfe6d2dfe4124b370a06c4a406e","first_computed_at":"2026-07-05T07:06:45.517518Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:06:45.517518Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DGSkT9zwF6Kj25oUwUqkmmtAx8CEV3ZtzxdUcJh01xexN0k0fi6xar8QGTJq5dsO8fM/apsgmxz3zYGRBpqQCg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:06:45.518026Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.19061","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:67b81273b09ed9d1b8dc7977e66c6f6777c9d51dbe4a4c95879106bbb2c74981","sha256:67a694606c6f82dbd78dbc6401e03ee6859ef361b281470b30a8286356772ca8"],"state_sha256":"680a15721bf90506db463a5a2902be2fb46a5c77c7584a43edd90ae2fbde3e77"}