{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:OUBJTPRDCYD3FIYBU4N674QQX4","short_pith_number":"pith:OUBJTPRD","canonical_record":{"source":{"id":"2409.18680","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-09-27T12:06:53Z","cross_cats_sorted":["cs.AI","cs.CL","cs.MM","eess.AS"],"title_canon_sha256":"a3b40eca61b75132275eca15777602ef40d186e71ffa669c12f4dac67c6fcea0","abstract_canon_sha256":"7c483dc384cd07ffa0c55218b824427f2eb0d5c2ff7b4932d2bf1a3a2eb7157b"},"schema_version":"1.0"},"canonical_sha256":"750299be231607b2a301a71beff210bf0ffce1b2a8283342a017ad19a350701d","source":{"kind":"arxiv","id":"2409.18680","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.18680","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"arxiv_version","alias_value":"2409.18680v3","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.18680","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"pith_short_12","alias_value":"OUBJTPRDCYD3","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"pith_short_16","alias_value":"OUBJTPRDCYD3FIYB","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"pith_short_8","alias_value":"OUBJTPRD","created_at":"2026-07-05T09:31:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:OUBJTPRDCYD3FIYBU4N674QQX4","target":"record","payload":{"canonical_record":{"source":{"id":"2409.18680","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-09-27T12:06:53Z","cross_cats_sorted":["cs.AI","cs.CL","cs.MM","eess.AS"],"title_canon_sha256":"a3b40eca61b75132275eca15777602ef40d186e71ffa669c12f4dac67c6fcea0","abstract_canon_sha256":"7c483dc384cd07ffa0c55218b824427f2eb0d5c2ff7b4932d2bf1a3a2eb7157b"},"schema_version":"1.0"},"canonical_sha256":"750299be231607b2a301a71beff210bf0ffce1b2a8283342a017ad19a350701d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:31:48.931128Z","signature_b64":"U07tuvZsgze2w97Cg4h7drnYent8erYW2h0ac90nwHHRGg/EUpZIsjIMJ5YIi7KeKBWX0WnBU2cOA2J2oPWjDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"750299be231607b2a301a71beff210bf0ffce1b2a8283342a017ad19a350701d","last_reissued_at":"2026-07-05T09:31:48.930593Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:31:48.930593Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2409.18680","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:31:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tKmO34rc8CMEaHF+RNlbWbJEObIFpv3rn3s7pvLTVsgVr7ZmjUNZ+OQH+PD77C1nJQ3IIpGwoAAX7ApSWsDoDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T11:48:53.457247Z"},"content_sha256":"807807cbabab067506936bd8c976793fd1bee93735cbced3f5f258009c36f9d8","schema_version":"1.0","event_id":"sha256:807807cbabab067506936bd8c976793fd1bee93735cbced3f5f258009c36f9d8"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:OUBJTPRDCYD3FIYBU4N674QQX4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CL","cs.MM","eess.AS"],"primary_cat":"cs.SD","authors_text":"Chen Zhang, Haizhou Li, Luis Fernando D'Haro, Robby T. Tan, Xianghu Yue, Xiaoxue Gao, Yiming Chen","submitted_at":"2024-09-27T12:06:53Z","abstract_excerpt":"Various audio-LLMs (ALLMs) have been explored recently for tackling different audio tasks simultaneously using a single, unified model. While existing evaluations of ALLMs primarily focus on single-audio tasks, real-world applications often involve processing multiple audio streams simultaneously. To bridge this gap, we propose the first multi-audio evaluation (MAE) benchmark that consists of 20 datasets from 11 multi-audio tasks encompassing both speech and sound scenarios. Comprehensive experiments on MAE demonstrate that the existing ALLMs, while being powerful in comprehending primary audi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.18680","kind":"arxiv","version":3},"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/2409.18680/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":"2026-07-05T09:31:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UyVLgoM51DhE3KaCtJ1nuVjW/7D5z69lacQBbBJB3G9TE+2WEw7ZkEz/X/vnMAZZGahT+EQE8LDo5Jlgduu4DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T11:48:53.457745Z"},"content_sha256":"c3fe22a1d284d46982f88a52b8b04b6f1d7c00ca9b4498b7653126e5e920818d","schema_version":"1.0","event_id":"sha256:c3fe22a1d284d46982f88a52b8b04b6f1d7c00ca9b4498b7653126e5e920818d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OUBJTPRDCYD3FIYBU4N674QQX4/bundle.json","state_url":"https://pith.science/pith/OUBJTPRDCYD3FIYBU4N674QQX4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OUBJTPRDCYD3FIYBU4N674QQX4/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":"2026-08-08T11:48:53Z","links":{"resolver":"https://pith.science/pith/OUBJTPRDCYD3FIYBU4N674QQX4","bundle":"https://pith.science/pith/OUBJTPRDCYD3FIYBU4N674QQX4/bundle.json","state":"https://pith.science/pith/OUBJTPRDCYD3FIYBU4N674QQX4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OUBJTPRDCYD3FIYBU4N674QQX4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:OUBJTPRDCYD3FIYBU4N674QQX4","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":"7c483dc384cd07ffa0c55218b824427f2eb0d5c2ff7b4932d2bf1a3a2eb7157b","cross_cats_sorted":["cs.AI","cs.CL","cs.MM","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-09-27T12:06:53Z","title_canon_sha256":"a3b40eca61b75132275eca15777602ef40d186e71ffa669c12f4dac67c6fcea0"},"schema_version":"1.0","source":{"id":"2409.18680","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.18680","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"arxiv_version","alias_value":"2409.18680v3","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.18680","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"pith_short_12","alias_value":"OUBJTPRDCYD3","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"pith_short_16","alias_value":"OUBJTPRDCYD3FIYB","created_at":"2026-07-05T09:31:48Z"},{"alias_kind":"pith_short_8","alias_value":"OUBJTPRD","created_at":"2026-07-05T09:31:48Z"}],"graph_snapshots":[{"event_id":"sha256:c3fe22a1d284d46982f88a52b8b04b6f1d7c00ca9b4498b7653126e5e920818d","target":"graph","created_at":"2026-07-05T09:31:48Z","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/2409.18680/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Various audio-LLMs (ALLMs) have been explored recently for tackling different audio tasks simultaneously using a single, unified model. While existing evaluations of ALLMs primarily focus on single-audio tasks, real-world applications often involve processing multiple audio streams simultaneously. To bridge this gap, we propose the first multi-audio evaluation (MAE) benchmark that consists of 20 datasets from 11 multi-audio tasks encompassing both speech and sound scenarios. Comprehensive experiments on MAE demonstrate that the existing ALLMs, while being powerful in comprehending primary audi","authors_text":"Chen Zhang, Haizhou Li, Luis Fernando D'Haro, Robby T. Tan, Xianghu Yue, Xiaoxue Gao, Yiming Chen","cross_cats":["cs.AI","cs.CL","cs.MM","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-09-27T12:06:53Z","title":"Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.18680","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":"sha256:807807cbabab067506936bd8c976793fd1bee93735cbced3f5f258009c36f9d8","target":"record","created_at":"2026-07-05T09:31:48Z","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":"7c483dc384cd07ffa0c55218b824427f2eb0d5c2ff7b4932d2bf1a3a2eb7157b","cross_cats_sorted":["cs.AI","cs.CL","cs.MM","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-09-27T12:06:53Z","title_canon_sha256":"a3b40eca61b75132275eca15777602ef40d186e71ffa669c12f4dac67c6fcea0"},"schema_version":"1.0","source":{"id":"2409.18680","kind":"arxiv","version":3}},"canonical_sha256":"750299be231607b2a301a71beff210bf0ffce1b2a8283342a017ad19a350701d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"750299be231607b2a301a71beff210bf0ffce1b2a8283342a017ad19a350701d","first_computed_at":"2026-07-05T09:31:48.930593Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:31:48.930593Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"U07tuvZsgze2w97Cg4h7drnYent8erYW2h0ac90nwHHRGg/EUpZIsjIMJ5YIi7KeKBWX0WnBU2cOA2J2oPWjDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:31:48.931128Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.18680","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:807807cbabab067506936bd8c976793fd1bee93735cbced3f5f258009c36f9d8","sha256:c3fe22a1d284d46982f88a52b8b04b6f1d7c00ca9b4498b7653126e5e920818d"],"state_sha256":"8d89458ed87de189cfab3bbdc05e4e76809465cbfb0c268e15cf3edb7ed51af0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sbxaHJ1rkEDOTJuNqyoeZGdrLwB9X0yAZPT7Nj7uDiaBxwDk+umpfs8ZIz8uQ3ode+nc/VgYw3JMvNBfesZVAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T11:48:53.462654Z","bundle_sha256":"563ad9e5905996ce3b0bde289bae3fdcbcf5ee5e00328845df3108616f3407d2"}}