{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:HA7S6BDKL2ZOSDROKN5H2ZAMBM","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":"3a7bb7f215a2c0fc89908b4094bdb6055945c5f7ccabba5402047f4eb49de9b4","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-10-13T17:03:46Z","title_canon_sha256":"1ef07264a0b159f12bf2794faf6ea4f3eee1b544a6cd36ceee851320db82617c"},"schema_version":"1.0","source":{"id":"2210.07183","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2210.07183","created_at":"2026-07-05T05:21:27Z"},{"alias_kind":"arxiv_version","alias_value":"2210.07183v2","created_at":"2026-07-05T05:21:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.07183","created_at":"2026-07-05T05:21:27Z"},{"alias_kind":"pith_short_12","alias_value":"HA7S6BDKL2ZO","created_at":"2026-07-05T05:21:27Z"},{"alias_kind":"pith_short_16","alias_value":"HA7S6BDKL2ZOSDRO","created_at":"2026-07-05T05:21:27Z"},{"alias_kind":"pith_short_8","alias_value":"HA7S6BDK","created_at":"2026-07-05T05:21:27Z"}],"graph_snapshots":[{"event_id":"sha256:27882bd52e571572224c27ecc67b13d6b8a7ba18302ab9cec0bdbef6f04c3c95","target":"graph","created_at":"2026-07-05T05:21:27Z","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/2210.07183/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision-language models (VLMs) such as CLIP have shown promising performance on a variety of recognition tasks using the standard zero-shot classification procedure -- computing similarity between the query image and the embedded words for each category. By only using the category name, they neglect to make use of the rich context of additional information that language affords. The procedure gives no intermediate understanding of why a category is chosen, and furthermore provides no mechanism for adjusting the criteria used towards this decision. We present an alternative framework for classif","authors_text":"Carl Vondrick, Sachit Menon","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-10-13T17:03:46Z","title":"Visual Classification via Description from Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.07183","kind":"arxiv","version":2},"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:c7d3389ecd49cb8e838e4f556ad890e341ca20ecb5b61513c3f7db7e2c602b26","target":"record","created_at":"2026-07-05T05:21:27Z","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":"3a7bb7f215a2c0fc89908b4094bdb6055945c5f7ccabba5402047f4eb49de9b4","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-10-13T17:03:46Z","title_canon_sha256":"1ef07264a0b159f12bf2794faf6ea4f3eee1b544a6cd36ceee851320db82617c"},"schema_version":"1.0","source":{"id":"2210.07183","kind":"arxiv","version":2}},"canonical_sha256":"383f2f046a5eb2e90e2e537a7d640c0b36964b374034ec3596fccfb1c8b3e3f8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"383f2f046a5eb2e90e2e537a7d640c0b36964b374034ec3596fccfb1c8b3e3f8","first_computed_at":"2026-07-05T05:21:27.765040Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:21:27.765040Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TfSIyBiCkn9WUGny+LRRoU89G+m+IImPzbho+oeO49Cg3W40qGul1TkRmXmEx1t3VtMqe+yVRTtL8tw390FeAg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:21:27.765481Z","signed_message":"canonical_sha256_bytes"},"source_id":"2210.07183","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c7d3389ecd49cb8e838e4f556ad890e341ca20ecb5b61513c3f7db7e2c602b26","sha256:27882bd52e571572224c27ecc67b13d6b8a7ba18302ab9cec0bdbef6f04c3c95"],"state_sha256":"962221f2195d2beb07f652ab18148a22a66252ee252be9a802f42c04588abf55"}