{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:VOCV3ED4OAP4LRKPCHLJA2VPYG","short_pith_number":"pith:VOCV3ED4","canonical_record":{"source":{"id":"2607.07985","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-08T23:24:55Z","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"title_canon_sha256":"744ee8d445e0702d208e36c0dfc8495535aec8a4fd38718d205b88a0484e5238","abstract_canon_sha256":"acb35799c8dc209a279b4266b2deb26d1b5a058afbd8bfe1da52b6a71f4f73d2"},"schema_version":"1.0"},"canonical_sha256":"ab855d907c701fc5c54f11d6906aafc19169e16e8a8911dc9dd9ce45abd134bb","source":{"kind":"arxiv","id":"2607.07985","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.07985","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"arxiv_version","alias_value":"2607.07985v1","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.07985","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"pith_short_12","alias_value":"VOCV3ED4OAP4","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"pith_short_16","alias_value":"VOCV3ED4OAP4LRKP","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"pith_short_8","alias_value":"VOCV3ED4","created_at":"2026-07-10T00:19:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:VOCV3ED4OAP4LRKPCHLJA2VPYG","target":"record","payload":{"canonical_record":{"source":{"id":"2607.07985","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-08T23:24:55Z","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"title_canon_sha256":"744ee8d445e0702d208e36c0dfc8495535aec8a4fd38718d205b88a0484e5238","abstract_canon_sha256":"acb35799c8dc209a279b4266b2deb26d1b5a058afbd8bfe1da52b6a71f4f73d2"},"schema_version":"1.0"},"canonical_sha256":"ab855d907c701fc5c54f11d6906aafc19169e16e8a8911dc9dd9ce45abd134bb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-10T00:19:06.606992Z","signature_b64":"ZdzmdTlq9NwU+AUCug00n0IqvYAd7xutDB/0F604F65pcSISTaGIXXWHPWlybcTGqPTORVGvDZ//tyuxi209Cg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ab855d907c701fc5c54f11d6906aafc19169e16e8a8911dc9dd9ce45abd134bb","last_reissued_at":"2026-07-10T00:19:06.606591Z","signature_status":"signed_v1","first_computed_at":"2026-07-10T00:19:06.606591Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.07985","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-10T00:19:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+fRHur886dHpAVtE5yhiX5fEa1EGW43VHuAam9bw3L3o11j7NzRsCuoOKlstprXFZehRTqBun1Zaye1H9dBEBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-13T16:09:21.455115Z"},"content_sha256":"31bc3b16e906809dd1f1c81cac1fba48b5defab635d0591fa468f175f37338e9","schema_version":"1.0","event_id":"sha256:31bc3b16e906809dd1f1c81cac1fba48b5defab635d0591fa468f175f37338e9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:VOCV3ED4OAP4LRKPCHLJA2VPYG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Reliability Assessment of LALM Audio Judges for Full-Duplex Voice Agents","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.SD","eess.AS"],"primary_cat":"cs.CL","authors_text":"A. Sayyad, H. Krishnan, J. Emmons, S. Jones, T. Lin","submitted_at":"2026-07-08T23:24:55Z","abstract_excerpt":"We report the empirical reliability of Gemini models as audio judges that score full-duplex agent conversations directly from the raw stereo waveform, tested across three models in the Gemini family: 2.5 Flash, 3.5 Flash, and 3.1 Pro. Our primary evidence base uses Gemini 2.5 Flash as the ground-truth model, validated against three calibrated human raters on 209 stereo sessions, scored on 8 production dimensions: 152 full-duplex conversations across 13 accent-and-condition strata, together with 57 adversarial defect-injected clips. The evidence for Gemini 2.5 Flash is consistent across three t"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.07985","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2607.07985/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-10T00:19:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"C6AH+Dkw5fnKdqDGyTXxeG2UKEokY/w/r6l1WTR4ZX+VpMDAzl+8vcZqaKvjeZfncJbaXxC9jlqLgsjdR6FTCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-13T16:09:21.455531Z"},"content_sha256":"8f89d3849278e1d407ebb34d9e82eacae77dc395e3146e3d186b14dcc5d82715","schema_version":"1.0","event_id":"sha256:8f89d3849278e1d407ebb34d9e82eacae77dc395e3146e3d186b14dcc5d82715"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VOCV3ED4OAP4LRKPCHLJA2VPYG/bundle.json","state_url":"https://pith.science/pith/VOCV3ED4OAP4LRKPCHLJA2VPYG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VOCV3ED4OAP4LRKPCHLJA2VPYG/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-13T16:09:21Z","links":{"resolver":"https://pith.science/pith/VOCV3ED4OAP4LRKPCHLJA2VPYG","bundle":"https://pith.science/pith/VOCV3ED4OAP4LRKPCHLJA2VPYG/bundle.json","state":"https://pith.science/pith/VOCV3ED4OAP4LRKPCHLJA2VPYG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VOCV3ED4OAP4LRKPCHLJA2VPYG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:VOCV3ED4OAP4LRKPCHLJA2VPYG","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":"acb35799c8dc209a279b4266b2deb26d1b5a058afbd8bfe1da52b6a71f4f73d2","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-08T23:24:55Z","title_canon_sha256":"744ee8d445e0702d208e36c0dfc8495535aec8a4fd38718d205b88a0484e5238"},"schema_version":"1.0","source":{"id":"2607.07985","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.07985","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"arxiv_version","alias_value":"2607.07985v1","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.07985","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"pith_short_12","alias_value":"VOCV3ED4OAP4","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"pith_short_16","alias_value":"VOCV3ED4OAP4LRKP","created_at":"2026-07-10T00:19:06Z"},{"alias_kind":"pith_short_8","alias_value":"VOCV3ED4","created_at":"2026-07-10T00:19:06Z"}],"graph_snapshots":[{"event_id":"sha256:8f89d3849278e1d407ebb34d9e82eacae77dc395e3146e3d186b14dcc5d82715","target":"graph","created_at":"2026-07-10T00:19:06Z","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/2607.07985/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We report the empirical reliability of Gemini models as audio judges that score full-duplex agent conversations directly from the raw stereo waveform, tested across three models in the Gemini family: 2.5 Flash, 3.5 Flash, and 3.1 Pro. Our primary evidence base uses Gemini 2.5 Flash as the ground-truth model, validated against three calibrated human raters on 209 stereo sessions, scored on 8 production dimensions: 152 full-duplex conversations across 13 accent-and-condition strata, together with 57 adversarial defect-injected clips. The evidence for Gemini 2.5 Flash is consistent across three t","authors_text":"A. Sayyad, H. Krishnan, J. Emmons, S. Jones, T. Lin","cross_cats":["cs.AI","cs.SD","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-08T23:24:55Z","title":"A Reliability Assessment of LALM Audio Judges for Full-Duplex Voice Agents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.07985","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":"sha256:31bc3b16e906809dd1f1c81cac1fba48b5defab635d0591fa468f175f37338e9","target":"record","created_at":"2026-07-10T00:19:06Z","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":"acb35799c8dc209a279b4266b2deb26d1b5a058afbd8bfe1da52b6a71f4f73d2","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-08T23:24:55Z","title_canon_sha256":"744ee8d445e0702d208e36c0dfc8495535aec8a4fd38718d205b88a0484e5238"},"schema_version":"1.0","source":{"id":"2607.07985","kind":"arxiv","version":1}},"canonical_sha256":"ab855d907c701fc5c54f11d6906aafc19169e16e8a8911dc9dd9ce45abd134bb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ab855d907c701fc5c54f11d6906aafc19169e16e8a8911dc9dd9ce45abd134bb","first_computed_at":"2026-07-10T00:19:06.606591Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-10T00:19:06.606591Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZdzmdTlq9NwU+AUCug00n0IqvYAd7xutDB/0F604F65pcSISTaGIXXWHPWlybcTGqPTORVGvDZ//tyuxi209Cg==","signature_status":"signed_v1","signed_at":"2026-07-10T00:19:06.606992Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.07985","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:31bc3b16e906809dd1f1c81cac1fba48b5defab635d0591fa468f175f37338e9","sha256:8f89d3849278e1d407ebb34d9e82eacae77dc395e3146e3d186b14dcc5d82715"],"state_sha256":"acc632093fb40f9a745263155df18e20204c2faf449af02a4cd66d96a145eceb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zYRkiKfCWSSwz0o6mB9oH3hBTPIctI4PcG5xIaQyrr6L9Fjw3wji93AplByNzdZ5J8GNZAh+jsSJTyrhX+WHBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-13T16:09:21.457647Z","bundle_sha256":"3cd33c818ca4ed450ac17b2aaaf6ec6334141db2d0b86c1d758fb6dd796ff930"}}