{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:KBZACP5PQYEXVL2UQHRCHE36U4","short_pith_number":"pith:KBZACP5P","canonical_record":{"source":{"id":"2403.02626","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-05T03:34:11Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"c77563571d286c7c729bcbaf98be86246932f67ec7c3dc095433550ad39bd9b2","abstract_canon_sha256":"a3a3e8649047d0c8546c3bfab4ddd9a57197186ffcfe5ef893f7e312f9a0a119"},"schema_version":"1.0"},"canonical_sha256":"5072013faf86097aaf5481e223937ea7244c8038f361e8272c4dbc9ff1028da3","source":{"kind":"arxiv","id":"2403.02626","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.02626","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"arxiv_version","alias_value":"2403.02626v2","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.02626","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"pith_short_12","alias_value":"KBZACP5PQYEX","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"pith_short_16","alias_value":"KBZACP5PQYEXVL2U","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"pith_short_8","alias_value":"KBZACP5P","created_at":"2026-07-05T07:58:28Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:KBZACP5PQYEXVL2UQHRCHE36U4","target":"record","payload":{"canonical_record":{"source":{"id":"2403.02626","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-05T03:34:11Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"c77563571d286c7c729bcbaf98be86246932f67ec7c3dc095433550ad39bd9b2","abstract_canon_sha256":"a3a3e8649047d0c8546c3bfab4ddd9a57197186ffcfe5ef893f7e312f9a0a119"},"schema_version":"1.0"},"canonical_sha256":"5072013faf86097aaf5481e223937ea7244c8038f361e8272c4dbc9ff1028da3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:58:28.299339Z","signature_b64":"iWVQa0qp4+vSYvk5iRKFnj8ZsSQIMPiw/2C/nEqQT8QdCKbX8qKfvBpXGCnZPoAvHcVDqNWcRiF5Tj5Gj5wcCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5072013faf86097aaf5481e223937ea7244c8038f361e8272c4dbc9ff1028da3","last_reissued_at":"2026-07-05T07:58:28.298821Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:58:28.298821Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.02626","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:58:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"hdJl/IcXLsvtsV2OpF5HLcWw7aoUHTzFO3hVm198RcR+h311yUAsilZVvWj35G3zV5QSqnh4gfUS6009ohXPDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T09:42:26.820865Z"},"content_sha256":"f58461da2ee9c58a92d510126a8a66b5c240749044e5ee23ea7e5dc1270acbe1","schema_version":"1.0","event_id":"sha256:f58461da2ee9c58a92d510126a8a66b5c240749044e5ee23ea7e5dc1270acbe1"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:KBZACP5PQYEXVL2UQHRCHE36U4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Aditya Avinash, Ariel Fuxman, Chun-Ta Lu, Enming Luo, Hao Xiong, Howard Zhou, Imad Eddine Toubal, Jan Dlabal, Neil Gordon Alldrin, Otilia Stretcu, Ranjay Krishna, Tom Duerig, Wenlei Zhou","submitted_at":"2024-03-05T03:34:11Z","abstract_excerpt":"From content moderation to wildlife conservation, the number of applications that require models to recognize nuanced or subjective visual concepts is growing. Traditionally, developing classifiers for such concepts requires substantial manual effort measured in hours, days, or even months to identify and annotate data needed for training. Even with recently proposed Agile Modeling techniques, which enable rapid bootstrapping of image classifiers, users are still required to spend 30 minutes or more of monotonous, repetitive data labeling just to train a single classifier. Drawing on Fiske's C"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.02626","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2403.02626/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:58:28Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qBkQRcS3ImfopgwbyuLByU12MhttNknNUatA79qzyHCwPCnMXqXvirWl4vz6SesTxO28VfnMaL4/zmGT3/zdBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T09:42:26.821249Z"},"content_sha256":"2c75d49721694102469b430aee135089917fb896eb3b96de003d41b9cba2c8a9","schema_version":"1.0","event_id":"sha256:2c75d49721694102469b430aee135089917fb896eb3b96de003d41b9cba2c8a9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KBZACP5PQYEXVL2UQHRCHE36U4/bundle.json","state_url":"https://pith.science/pith/KBZACP5PQYEXVL2UQHRCHE36U4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KBZACP5PQYEXVL2UQHRCHE36U4/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-07T09:42:26Z","links":{"resolver":"https://pith.science/pith/KBZACP5PQYEXVL2UQHRCHE36U4","bundle":"https://pith.science/pith/KBZACP5PQYEXVL2UQHRCHE36U4/bundle.json","state":"https://pith.science/pith/KBZACP5PQYEXVL2UQHRCHE36U4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KBZACP5PQYEXVL2UQHRCHE36U4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KBZACP5PQYEXVL2UQHRCHE36U4","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":"a3a3e8649047d0c8546c3bfab4ddd9a57197186ffcfe5ef893f7e312f9a0a119","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-05T03:34:11Z","title_canon_sha256":"c77563571d286c7c729bcbaf98be86246932f67ec7c3dc095433550ad39bd9b2"},"schema_version":"1.0","source":{"id":"2403.02626","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.02626","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"arxiv_version","alias_value":"2403.02626v2","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.02626","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"pith_short_12","alias_value":"KBZACP5PQYEX","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"pith_short_16","alias_value":"KBZACP5PQYEXVL2U","created_at":"2026-07-05T07:58:28Z"},{"alias_kind":"pith_short_8","alias_value":"KBZACP5P","created_at":"2026-07-05T07:58:28Z"}],"graph_snapshots":[{"event_id":"sha256:2c75d49721694102469b430aee135089917fb896eb3b96de003d41b9cba2c8a9","target":"graph","created_at":"2026-07-05T07:58:28Z","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/2403.02626/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"From content moderation to wildlife conservation, the number of applications that require models to recognize nuanced or subjective visual concepts is growing. Traditionally, developing classifiers for such concepts requires substantial manual effort measured in hours, days, or even months to identify and annotate data needed for training. Even with recently proposed Agile Modeling techniques, which enable rapid bootstrapping of image classifiers, users are still required to spend 30 minutes or more of monotonous, repetitive data labeling just to train a single classifier. Drawing on Fiske's C","authors_text":"Aditya Avinash, Ariel Fuxman, Chun-Ta Lu, Enming Luo, Hao Xiong, Howard Zhou, Imad Eddine Toubal, Jan Dlabal, Neil Gordon Alldrin, Otilia Stretcu, Ranjay Krishna, Tom Duerig, Wenlei Zhou","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-05T03:34:11Z","title":"Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.02626","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:f58461da2ee9c58a92d510126a8a66b5c240749044e5ee23ea7e5dc1270acbe1","target":"record","created_at":"2026-07-05T07:58:28Z","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":"a3a3e8649047d0c8546c3bfab4ddd9a57197186ffcfe5ef893f7e312f9a0a119","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-05T03:34:11Z","title_canon_sha256":"c77563571d286c7c729bcbaf98be86246932f67ec7c3dc095433550ad39bd9b2"},"schema_version":"1.0","source":{"id":"2403.02626","kind":"arxiv","version":2}},"canonical_sha256":"5072013faf86097aaf5481e223937ea7244c8038f361e8272c4dbc9ff1028da3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5072013faf86097aaf5481e223937ea7244c8038f361e8272c4dbc9ff1028da3","first_computed_at":"2026-07-05T07:58:28.298821Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:58:28.298821Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iWVQa0qp4+vSYvk5iRKFnj8ZsSQIMPiw/2C/nEqQT8QdCKbX8qKfvBpXGCnZPoAvHcVDqNWcRiF5Tj5Gj5wcCw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:58:28.299339Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.02626","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f58461da2ee9c58a92d510126a8a66b5c240749044e5ee23ea7e5dc1270acbe1","sha256:2c75d49721694102469b430aee135089917fb896eb3b96de003d41b9cba2c8a9"],"state_sha256":"88871e499ebed74c0f092eec398229506b91e1e1971edbbb5bc9edea9a60c60c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"f00JfI2+qVOuEyVkj671UecYCvkFLOdK5Itb4Y57BcXIA2eTmyKlpuiuUIlRuT0jh8xcJax28ycLbUyLNGfdAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T09:42:26.823300Z","bundle_sha256":"c4aab7bcae578599fbcd38e472495f877aa67404258314b9eeba1b013bbebb10"}}