{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:JOGKXXO3XNXYMGWCL7NKDECCIF","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":"657d27cdd21eaace78df52abbca0dafbc68e21b6ed9123f0d1dfbc460cfc6fd3","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-11T04:30:18Z","title_canon_sha256":"0ef69e81e52184a188394c749f6818bc0faf561ee35abef921f463a5c867a28a"},"schema_version":"1.0","source":{"id":"2310.07188","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.07188","created_at":"2026-07-05T06:59:41Z"},{"alias_kind":"arxiv_version","alias_value":"2310.07188v1","created_at":"2026-07-05T06:59:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.07188","created_at":"2026-07-05T06:59:41Z"},{"alias_kind":"pith_short_12","alias_value":"JOGKXXO3XNXY","created_at":"2026-07-05T06:59:41Z"},{"alias_kind":"pith_short_16","alias_value":"JOGKXXO3XNXYMGWC","created_at":"2026-07-05T06:59:41Z"},{"alias_kind":"pith_short_8","alias_value":"JOGKXXO3","created_at":"2026-07-05T06:59:41Z"}],"graph_snapshots":[{"event_id":"sha256:7888238c5ca9a9a5d26f569a274f80781d4ffce82be2b778492fec082e8c951f","target":"graph","created_at":"2026-07-05T06:59:41Z","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/2310.07188/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models, such as OpenAI's ChatGPT, have demonstrated exceptional language understanding capabilities in various NLP tasks. Sparsely activated mixture-of-experts (MoE) has emerged as a promising solution for scaling models while maintaining a constant number of computational operations. Existing MoE model adopts a fixed gating network where each token is computed by the same number of experts. However, this approach contradicts our intuition that the tokens in each sequence vary in terms of their linguistic complexity and, consequently, require different computational costs. Littl","authors_text":"Cong Wang, Hong Xu, Jiamin Li, Qiang Su, Yimin Jiang, Yitao Yang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-11T04:30:18Z","title":"Adaptive Gating in Mixture-of-Experts based Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.07188","kind":"arxiv","version":1},"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":"sha256:15c432fdcf9a567751ac0da86bd4f1aa4fa64f4ce6f68ce24ef258ddddd8c817","target":"record","created_at":"2026-07-05T06:59:41Z","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":"657d27cdd21eaace78df52abbca0dafbc68e21b6ed9123f0d1dfbc460cfc6fd3","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-11T04:30:18Z","title_canon_sha256":"0ef69e81e52184a188394c749f6818bc0faf561ee35abef921f463a5c867a28a"},"schema_version":"1.0","source":{"id":"2310.07188","kind":"arxiv","version":1}},"canonical_sha256":"4b8cabdddbbb6f861ac25fdaa19042415991ff5b8cb3a98726eceafce3c65cef","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4b8cabdddbbb6f861ac25fdaa19042415991ff5b8cb3a98726eceafce3c65cef","first_computed_at":"2026-07-05T06:59:41.925428Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:59:41.925428Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Zu9p9pZC5GufZwwj7VEVlNB5N4wrKhCJseuewd6POEIuwLVHYsTNKKdm7SZVP+RKyP67uyZpePtGHCwrdzJhCw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:59:41.925835Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.07188","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:15c432fdcf9a567751ac0da86bd4f1aa4fa64f4ce6f68ce24ef258ddddd8c817","sha256:7888238c5ca9a9a5d26f569a274f80781d4ffce82be2b778492fec082e8c951f"],"state_sha256":"17e75c0e22881069d8e87ac5ca66dbe5ebf4d1a6c0ea01b172581ee5f3440acc"}