{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:QOV7Z6QXWXZRWB7QZFPKA3AMOI","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":"b9090331d1786d8622ae77d5a15c95eae72a96f9a36a5110cdc2023a2d2aa42c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-03-07T17:01:25Z","title_canon_sha256":"547428aaf6a4e084d15dfba6fd2703980165f61bfcd1415fee1a87182244b56b"},"schema_version":"1.0","source":{"id":"2303.04053","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.04053","created_at":"2026-07-05T07:05:06Z"},{"alias_kind":"arxiv_version","alias_value":"2303.04053v3","created_at":"2026-07-05T07:05:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.04053","created_at":"2026-07-05T07:05:06Z"},{"alias_kind":"pith_short_12","alias_value":"QOV7Z6QXWXZR","created_at":"2026-07-05T07:05:06Z"},{"alias_kind":"pith_short_16","alias_value":"QOV7Z6QXWXZRWB7Q","created_at":"2026-07-05T07:05:06Z"},{"alias_kind":"pith_short_8","alias_value":"QOV7Z6QX","created_at":"2026-07-05T07:05:06Z"}],"graph_snapshots":[{"event_id":"sha256:86f9fae5ee65a8da7945f28a0bd954041718548f0f94f8de2b4d68e4d74163f9","target":"graph","created_at":"2026-07-05T07:05:06Z","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/2303.04053/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human speakers can generate descriptions of perceptual concepts, abstracted from the instance-level. Moreover, such descriptions can be used by other speakers to learn provisional representations of those concepts. Learning and using abstract perceptual concepts is under-investigated in the language-and-vision field. The problem is also highly relevant to the field of representation learning in multi-modal NLP. In this paper, we introduce a framework for testing category-level perceptual grounding in multi-modal language models. In particular, we train separate neural networks to generate and ","authors_text":"Bill Noble, Nikolai Ilinykh","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-03-07T17:01:25Z","title":"Describe me an Aucklet: Generating Grounded Perceptual Category Descriptions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.04053","kind":"arxiv","version":3},"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":"sha256:2eddbcc8e95dbd921f81edb91ff07c4b1510411e48fe8917c3f03f02df648a2f","target":"record","created_at":"2026-07-05T07:05:06Z","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":"b9090331d1786d8622ae77d5a15c95eae72a96f9a36a5110cdc2023a2d2aa42c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-03-07T17:01:25Z","title_canon_sha256":"547428aaf6a4e084d15dfba6fd2703980165f61bfcd1415fee1a87182244b56b"},"schema_version":"1.0","source":{"id":"2303.04053","kind":"arxiv","version":3}},"canonical_sha256":"83abfcfa17b5f31b07f0c95ea06c0c7225530dd0841ade49fbb6afb3729d6fb6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"83abfcfa17b5f31b07f0c95ea06c0c7225530dd0841ade49fbb6afb3729d6fb6","first_computed_at":"2026-07-05T07:05:06.855488Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:05:06.855488Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hnJCMcX2mUdtpH2vmV57b6s6TyazHFhBM5ZNwbk1tOGOAM+VSxN0kvqlQ8C3+SvyjnKQVaoPYxfeM+l672eCAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:05:06.855969Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.04053","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2eddbcc8e95dbd921f81edb91ff07c4b1510411e48fe8917c3f03f02df648a2f","sha256:86f9fae5ee65a8da7945f28a0bd954041718548f0f94f8de2b4d68e4d74163f9"],"state_sha256":"83c65e389916a93670c1c85b8541c66355601cd532a1c29289bad1e2ed2bb34d"}