{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GFZLBVL7LKMWAPFA6VZQZWMNVA","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":"5857a39aa63b42d78eeb392cf905a6d6214f8833f07f5f5e15df15300c22e753","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-25T15:17:05Z","title_canon_sha256":"985a2ff745e82ffa3dffec100bc2c31a54c509d91b5b87826fbc0ab5b8a135b1"},"schema_version":"1.0","source":{"id":"2403.16854","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.16854","created_at":"2026-07-05T08:30:11Z"},{"alias_kind":"arxiv_version","alias_value":"2403.16854v3","created_at":"2026-07-05T08:30:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.16854","created_at":"2026-07-05T08:30:11Z"},{"alias_kind":"pith_short_12","alias_value":"GFZLBVL7LKMW","created_at":"2026-07-05T08:30:11Z"},{"alias_kind":"pith_short_16","alias_value":"GFZLBVL7LKMWAPFA","created_at":"2026-07-05T08:30:11Z"},{"alias_kind":"pith_short_8","alias_value":"GFZLBVL7","created_at":"2026-07-05T08:30:11Z"}],"graph_snapshots":[{"event_id":"sha256:08385f55f51ebfdf864c49f8c4f7fc827f4722345f0adf733b82acdc8c0c0106","target":"graph","created_at":"2026-07-05T08:30:11Z","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/2403.16854/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present Expert-Token-Routing, a unified generalist framework that facilitates seamless integration of multiple expert LLMs. Our framework represents expert LLMs as special expert tokens within the vocabulary of a meta LLM. The meta LLM can route to an expert LLM like generating new tokens. Expert-Token-Routing not only supports learning the implicit expertise of expert LLMs from existing instruction dataset but also allows for dynamic extension of new expert LLMs in a plug-and-play manner. It also conceals the detailed collaboration process from the user's perspective, facilitating interact","authors_text":"Fei Wu, Guoyin Wang, Hongxia Yang, Jianbo Yuan, Jingjing Xu, Jing Su, Tianjie Zhang, Xuanwen Huang, Xuwu Wang, Yang Yang, Ziwei Chai","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-25T15:17:05Z","title":"An Expert is Worth One Token: Synergizing Multiple Expert LLMs as Generalist via Expert Token Routing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.16854","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:c9d8b620c6c9f0304b79602afaa697fb0632954a5be3c8ec169ae36e746e6413","target":"record","created_at":"2026-07-05T08:30:11Z","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":"5857a39aa63b42d78eeb392cf905a6d6214f8833f07f5f5e15df15300c22e753","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-25T15:17:05Z","title_canon_sha256":"985a2ff745e82ffa3dffec100bc2c31a54c509d91b5b87826fbc0ab5b8a135b1"},"schema_version":"1.0","source":{"id":"2403.16854","kind":"arxiv","version":3}},"canonical_sha256":"3172b0d57f5a99603ca0f5730cd98da8272f979b0fb40edda97d6ac0cad1f71b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3172b0d57f5a99603ca0f5730cd98da8272f979b0fb40edda97d6ac0cad1f71b","first_computed_at":"2026-07-05T08:30:11.434661Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:30:11.434661Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OSZeVw1IeYFWippo92WtHNFgWLl2MSKayL55IJdP3vqrBusVSPZwljDYtYnbgxj7krG5YGwKhoZPJ+lqvH5vAA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:30:11.435147Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.16854","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c9d8b620c6c9f0304b79602afaa697fb0632954a5be3c8ec169ae36e746e6413","sha256:08385f55f51ebfdf864c49f8c4f7fc827f4722345f0adf733b82acdc8c0c0106"],"state_sha256":"0352453b88e401a2e4127f2c6d041ab9dfc1b9611937e7e1dd9f2ac2f6ad14af"}