{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:H7R63W3Z7DJHCOAT4NF42ARXRG","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":"dc46c184eb81161db94bdca0cf5f526e77e09a93cb53be46d7680c46b8e673ba","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-07-14T16:17:11Z","title_canon_sha256":"624c21db9bd4ee0947409cfbff94b483817f726338e4361e0c8d57730ab66fdb"},"schema_version":"1.0","source":{"id":"2507.14200","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.14200","created_at":"2026-05-20T00:01:34Z"},{"alias_kind":"arxiv_version","alias_value":"2507.14200v2","created_at":"2026-05-20T00:01:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.14200","created_at":"2026-05-20T00:01:34Z"},{"alias_kind":"pith_short_12","alias_value":"H7R63W3Z7DJH","created_at":"2026-05-20T00:01:34Z"},{"alias_kind":"pith_short_16","alias_value":"H7R63W3Z7DJHCOAT","created_at":"2026-05-20T00:01:34Z"},{"alias_kind":"pith_short_8","alias_value":"H7R63W3Z","created_at":"2026-05-20T00:01:34Z"}],"graph_snapshots":[{"event_id":"sha256:a36dab423bb40a008a6f459af35424579a8685e622544bb3595bda292743f352","target":"graph","created_at":"2026-05-20T00:01:34Z","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/2507.14200/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Existing multi-LLM collaboration systems often encounter scalability challenges when integrating new LLMs and tasks, leading to suboptimal performance. To address this, we propose SMCS, a Scalable Multi-LLM Collaboration System designed to effectively coordinate multiple open-source LLMs. The system consists of two core components: a Retrieval-based Prior Selection (RPS) module, which dynamically selects the most suitable LLMs for each input, and an Exploration-Exploitation-Driven Posterior Enhancement (EPE) module, which fosters response diversity and selects high-quality outputs through a hy","authors_text":"Bo Zhang, Jiale Hong, Jianjian Cao, Lei Bai, Peng Ye, Shengji Tang, Shuyue Hu, Tao Chen, Wanli Ouyang, Weihao Lin","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-07-14T16:17:11Z","title":"A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.14200","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":"sha256:5ca4404884db393edce5d8b93be720824f9ea27614fb7bb4b094532b33ac5558","target":"record","created_at":"2026-05-20T00:01:34Z","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":"dc46c184eb81161db94bdca0cf5f526e77e09a93cb53be46d7680c46b8e673ba","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-07-14T16:17:11Z","title_canon_sha256":"624c21db9bd4ee0947409cfbff94b483817f726338e4361e0c8d57730ab66fdb"},"schema_version":"1.0","source":{"id":"2507.14200","kind":"arxiv","version":2}},"canonical_sha256":"3fe3eddb79f8d2713813e34bcd023789856fa6b44b5e29e2b7b71547101efdc7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3fe3eddb79f8d2713813e34bcd023789856fa6b44b5e29e2b7b71547101efdc7","first_computed_at":"2026-05-20T00:01:34.860287Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T00:01:34.860287Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6F+udmsgotbzXqOg4w/OLHBqo95c0fWF1HDRInFsraE0a6f/q7i3E4BlI/w5YZW8D6EBTNW5uhes9uoWTowjBw==","signature_status":"signed_v1","signed_at":"2026-05-20T00:01:34.861103Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.14200","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5ca4404884db393edce5d8b93be720824f9ea27614fb7bb4b094532b33ac5558","sha256:a36dab423bb40a008a6f459af35424579a8685e622544bb3595bda292743f352"],"state_sha256":"22f5dc04d1cd727441949cc9fc97f8df286c238b37652f46cba256c8f09bf5ef"}