{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:4NJ5FDXC6IUJRCG4NOCAKVI5IS","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":"685d08fa64abc6073e8b4a48daabd0b1aa6f9539d0b0f4b0eac750eb15f6e01c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-09-17T03:09:10Z","title_canon_sha256":"362120e74465b2cb90400af4540bf32c8177157f8151c85dc3acda2e0f5a5939"},"schema_version":"1.0","source":{"id":"2009.08034","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2009.08034","created_at":"2026-07-05T01:36:19Z"},{"alias_kind":"arxiv_version","alias_value":"2009.08034v2","created_at":"2026-07-05T01:36:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2009.08034","created_at":"2026-07-05T01:36:19Z"},{"alias_kind":"pith_short_12","alias_value":"4NJ5FDXC6IUJ","created_at":"2026-07-05T01:36:19Z"},{"alias_kind":"pith_short_16","alias_value":"4NJ5FDXC6IUJRCG4","created_at":"2026-07-05T01:36:19Z"},{"alias_kind":"pith_short_8","alias_value":"4NJ5FDXC","created_at":"2026-07-05T01:36:19Z"}],"graph_snapshots":[{"event_id":"sha256:456e3972197794e2f9769e106f853ccaf363363ca06e00149377afd5a52ab89e","target":"graph","created_at":"2026-07-05T01:36:19Z","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/2009.08034/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"8-bit integer inference, as a promising direction in reducing both the latency and storage of deep neural networks, has made great progress recently. On the other hand, previous systems still rely on 32-bit floating point for certain functions in complex models (e.g., Softmax in Transformer), and make heavy use of quantization and de-quantization. In this work, we show that after a principled modification on the Transformer architecture, dubbed Integer Transformer, an (almost) fully 8-bit integer inference algorithm Scale Propagation could be derived. De-quantization is adopted when necessary,","authors_text":"Jingbo Zhu, Tengbo Liu, Tongran Liu, Tong Xiao, Yanyang Li, Ye Lin","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-09-17T03:09:10Z","title":"Towards Fully 8-bit Integer Inference for the Transformer Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2009.08034","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:db22aa9c8aa4c32f0f040500a8ef76a48e83a975303d13d125ef4d77e9d1425b","target":"record","created_at":"2026-07-05T01:36:19Z","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":"685d08fa64abc6073e8b4a48daabd0b1aa6f9539d0b0f4b0eac750eb15f6e01c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-09-17T03:09:10Z","title_canon_sha256":"362120e74465b2cb90400af4540bf32c8177157f8151c85dc3acda2e0f5a5939"},"schema_version":"1.0","source":{"id":"2009.08034","kind":"arxiv","version":2}},"canonical_sha256":"e353d28ee2f2289888dc6b8405551d44a3c187a51d0381505704eec22b2f42c9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e353d28ee2f2289888dc6b8405551d44a3c187a51d0381505704eec22b2f42c9","first_computed_at":"2026-07-05T01:36:19.237853Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:36:19.237853Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1mJen/TVr9z3iNx6qN8JmLiURTm2qDXkmgNR68j8pXBlFrhCIewN3CvNu09sxkkqj87G9fs8uZKXZqByA7PmCA==","signature_status":"signed_v1","signed_at":"2026-07-05T01:36:19.238270Z","signed_message":"canonical_sha256_bytes"},"source_id":"2009.08034","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:db22aa9c8aa4c32f0f040500a8ef76a48e83a975303d13d125ef4d77e9d1425b","sha256:456e3972197794e2f9769e106f853ccaf363363ca06e00149377afd5a52ab89e"],"state_sha256":"e083858df9257b2329598fbdc6fa642756ca2e08c60649b105da43b64db9bad9"}