{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2023:SGN7E2EE6JZERADEKACJJJ6HDX","short_pith_number":"pith:SGN7E2EE","schema_version":"1.0","canonical_sha256":"919bf26884f272488064500494a7c71dcd71fab562667372c6d274db3a142300","source":{"kind":"arxiv","id":"2305.19268","version":1},"attestation_state":"computed","paper":{"title":"Intriguing Properties of Quantization at Scale","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Ahmet \\\"Ust\\\"un, Arash Ahmadian, Bharat Venkitesh, Hongyu Chen, Phil Blunsom, Sara Hooker, Saurabh Dash, Stephen Gou","submitted_at":"2023-05-30T17:58:49Z","abstract_excerpt":"Emergent properties have been widely adopted as a term to describe behavior not present in smaller models but observed in larger models. Recent work suggests that the trade-off incurred by quantization is also an emergent property, with sharp drops in performance in models over 6B parameters. In this work, we ask \"are quantization cliffs in performance solely a factor of scale?\" Against a backdrop of increased research focus on why certain emergent properties surface at scale, this work provides a useful counter-example. We posit that it is possible to optimize for a quantization friendly trai"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2305.19268","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-05-30T17:58:49Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"ae10a9cc9cb724fd49376ce4c53ec50fb259d82dc3eb4af5a4f566d62c8aeadf","abstract_canon_sha256":"73172b8e30c622e9eb054310f0fc158bf371457d0e2687fd5d55657cd8b25c87"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:15:40.253365Z","signature_b64":"NbXQGiKYHIgZm0eyRiTlt366mTkaa4ljUJXSlSojWei2MjQL1z6wkHOk90aRaJ4DJanbisJjJTRGnjaD5ShADw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"919bf26884f272488064500494a7c71dcd71fab562667372c6d274db3a142300","last_reissued_at":"2026-07-05T06:15:40.252878Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:15:40.252878Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Intriguing Properties of Quantization at Scale","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Ahmet \\\"Ust\\\"un, Arash Ahmadian, Bharat Venkitesh, Hongyu Chen, Phil Blunsom, Sara Hooker, Saurabh Dash, Stephen Gou","submitted_at":"2023-05-30T17:58:49Z","abstract_excerpt":"Emergent properties have been widely adopted as a term to describe behavior not present in smaller models but observed in larger models. Recent work suggests that the trade-off incurred by quantization is also an emergent property, with sharp drops in performance in models over 6B parameters. In this work, we ask \"are quantization cliffs in performance solely a factor of scale?\" Against a backdrop of increased research focus on why certain emergent properties surface at scale, this work provides a useful counter-example. We posit that it is possible to optimize for a quantization friendly trai"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.19268","kind":"arxiv","version":1},"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/2305.19268/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2305.19268","created_at":"2026-07-05T06:15:40.252941+00:00"},{"alias_kind":"arxiv_version","alias_value":"2305.19268v1","created_at":"2026-07-05T06:15:40.252941+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.19268","created_at":"2026-07-05T06:15:40.252941+00:00"},{"alias_kind":"pith_short_12","alias_value":"SGN7E2EE6JZE","created_at":"2026-07-05T06:15:40.252941+00:00"},{"alias_kind":"pith_short_16","alias_value":"SGN7E2EE6JZERADE","created_at":"2026-07-05T06:15:40.252941+00:00"},{"alias_kind":"pith_short_8","alias_value":"SGN7E2EE","created_at":"2026-07-05T06:15:40.252941+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX","json":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX.json","graph_json":"https://pith.science/api/pith-number/SGN7E2EE6JZERADEKACJJJ6HDX/graph.json","events_json":"https://pith.science/api/pith-number/SGN7E2EE6JZERADEKACJJJ6HDX/events.json","paper":"https://pith.science/paper/SGN7E2EE"},"agent_actions":{"view_html":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX","download_json":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX.json","view_paper":"https://pith.science/paper/SGN7E2EE","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2305.19268&json=true","fetch_graph":"https://pith.science/api/pith-number/SGN7E2EE6JZERADEKACJJJ6HDX/graph.json","fetch_events":"https://pith.science/api/pith-number/SGN7E2EE6JZERADEKACJJJ6HDX/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX/action/timestamp_anchor","attest_storage":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX/action/storage_attestation","attest_author":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX/action/author_attestation","sign_citation":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX/action/citation_signature","submit_replication":"https://pith.science/pith/SGN7E2EE6JZERADEKACJJJ6HDX/action/replication_record"}},"created_at":"2026-07-05T06:15:40.252941+00:00","updated_at":"2026-07-05T06:15:40.252941+00:00"}