{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:NQLWE7OF3D6VS4LVQTS7GQQBBB","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":"d595c6874caab7aa918affc0ef5e38ea95d32a9ac5fb72157169bbac9a945788","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-02-27T18:53:30Z","title_canon_sha256":"d4259c872614fb420c6d79864f552805cc4ad6702098fbdc8e2ece5e203f3a54"},"schema_version":"1.0","source":{"id":"2502.20379","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.20379","created_at":"2026-07-05T10:21:13Z"},{"alias_kind":"arxiv_version","alias_value":"2502.20379v1","created_at":"2026-07-05T10:21:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.20379","created_at":"2026-07-05T10:21:13Z"},{"alias_kind":"pith_short_12","alias_value":"NQLWE7OF3D6V","created_at":"2026-07-05T10:21:13Z"},{"alias_kind":"pith_short_16","alias_value":"NQLWE7OF3D6VS4LV","created_at":"2026-07-05T10:21:13Z"},{"alias_kind":"pith_short_8","alias_value":"NQLWE7OF","created_at":"2026-07-05T10:21:13Z"}],"graph_snapshots":[{"event_id":"sha256:9bb120812757ef0266c2160040d2fb302a7d42cb8a5a7ddd759d4bf5aee148d3","target":"graph","created_at":"2026-07-05T10:21:13Z","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/2502.20379/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"By utilizing more computational resources at test-time, large language models (LLMs) can improve without additional training. One common strategy uses verifiers to evaluate candidate outputs. In this work, we propose a novel scaling dimension for test-time compute: scaling the number of verifiers. We introduce Multi-Agent Verification (MAV) as a test-time compute paradigm that combines multiple verifiers to improve performance. We propose using Aspect Verifiers (AVs), off-the-shelf LLMs prompted to verify different aspects of outputs, as one possible choice for the verifiers in a MAV system. A","authors_text":"Shalev Lifshitz, Sheila A. McIlraith, Yilun Du","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-02-27T18:53:30Z","title":"Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.20379","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":"sha256:65893049d14aaa4bd185731236355f017a3642d7120dd2c2c46ee7675142b427","target":"record","created_at":"2026-07-05T10:21:13Z","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":"d595c6874caab7aa918affc0ef5e38ea95d32a9ac5fb72157169bbac9a945788","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-02-27T18:53:30Z","title_canon_sha256":"d4259c872614fb420c6d79864f552805cc4ad6702098fbdc8e2ece5e203f3a54"},"schema_version":"1.0","source":{"id":"2502.20379","kind":"arxiv","version":1}},"canonical_sha256":"6c17627dc5d8fd59717584e5f3420108631fc265ea3aac745685e45efcadb664","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6c17627dc5d8fd59717584e5f3420108631fc265ea3aac745685e45efcadb664","first_computed_at":"2026-07-05T10:21:13.996052Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:21:13.996052Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oknfa0jKe//fNd/9EftafQXFHVlt43DBvM2+xDmeNBUd2M3eJpoooCYxwqxbMjL6T4J6cNvtk0QEbWmpyuFHBw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:21:13.996591Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.20379","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:65893049d14aaa4bd185731236355f017a3642d7120dd2c2c46ee7675142b427","sha256:9bb120812757ef0266c2160040d2fb302a7d42cb8a5a7ddd759d4bf5aee148d3"],"state_sha256":"1ed0168dbb93526847c0053dfb42fca7be6cfd0a7420efb9d4a6c15483245810"}