{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:4A6CFU4WPXWSIUFJOW2TDACJNE","short_pith_number":"pith:4A6CFU4W","canonical_record":{"source":{"id":"2407.21531","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-07-31T11:29:46Z","cross_cats_sorted":["cs.CL","cs.MM","eess.AS"],"title_canon_sha256":"2d921d1f561dc81d487b948afd49eac644f347c6f0c3b092daa8a2beca165ba0","abstract_canon_sha256":"f468341f5a8b25abd9f6bae44c50be139a7bb5193ab3895e1bd877f271a392ca"},"schema_version":"1.0"},"canonical_sha256":"e03c22d3967ded2450a975b5318049691be7ee9411b5a0d241e46f2957217d81","source":{"kind":"arxiv","id":"2407.21531","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.21531","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"arxiv_version","alias_value":"2407.21531v1","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.21531","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"pith_short_12","alias_value":"4A6CFU4WPXWS","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"pith_short_16","alias_value":"4A6CFU4WPXWSIUFJ","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"pith_short_8","alias_value":"4A6CFU4W","created_at":"2026-07-05T08:50:40Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:4A6CFU4WPXWSIUFJOW2TDACJNE","target":"record","payload":{"canonical_record":{"source":{"id":"2407.21531","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-07-31T11:29:46Z","cross_cats_sorted":["cs.CL","cs.MM","eess.AS"],"title_canon_sha256":"2d921d1f561dc81d487b948afd49eac644f347c6f0c3b092daa8a2beca165ba0","abstract_canon_sha256":"f468341f5a8b25abd9f6bae44c50be139a7bb5193ab3895e1bd877f271a392ca"},"schema_version":"1.0"},"canonical_sha256":"e03c22d3967ded2450a975b5318049691be7ee9411b5a0d241e46f2957217d81","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:50:40.438091Z","signature_b64":"bN8EsTnVoZ1ib2umDeuK+GC4dnF2ASXpCDciFw8OVImFDYB56dr4v0x7iIzkppueVeNrZXBAxUFDRviVj6s/BA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e03c22d3967ded2450a975b5318049691be7ee9411b5a0d241e46f2957217d81","last_reissued_at":"2026-07-05T08:50:40.437613Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:50:40.437613Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.21531","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":"2026-07-05T08:50:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MCuyDUNPUhKkPbGIXK5DGsaWdybVyKscgJoWDa4qNX/GNkt3YubKt6frAIRUdhxVIwiw/Bh/808mPWQ4MxF2Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T08:54:44.616335Z"},"content_sha256":"b996f3938f2502075396b41773ccbdeec736d92eefcf7dec080b8240ff9e8794","schema_version":"1.0","event_id":"sha256:b996f3938f2502075396b41773ccbdeec736d92eefcf7dec080b8240ff9e8794"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:4A6CFU4WPXWSIUFJOW2TDACJNE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Can LLMs \"Reason\" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CL","cs.MM","eess.AS"],"primary_cat":"cs.SD","authors_text":"Emmanouil Benetos, Lu Wang, Ruibin Yuan, Wei Xue, Xinyue Zhang, Yike Guo, Yinghao Ma, Yuhang Wu, Zhiyue Wu, Ziya Zhou","submitted_at":"2024-07-31T11:29:46Z","abstract_excerpt":"Symbolic Music, akin to language, can be encoded in discrete symbols. Recent research has extended the application of large language models (LLMs) such as GPT-4 and Llama2 to the symbolic music domain including understanding and generation. Yet scant research explores the details of how these LLMs perform on advanced music understanding and conditioned generation, especially from the multi-step reasoning perspective, which is a critical aspect in the conditioned, editable, and interactive human-computer co-creation process. This study conducts a thorough investigation of LLMs' capability and l"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.21531","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/2407.21531/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":"2026-07-05T08:50:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vUSkA+HL7oU6Bgva48DB4MHqaH7W9lbg0YHUI4sYEEr60OvARq/aOGaFLSe7IkceEl98DqmMF7/qGUiNU9DqBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T08:54:44.616844Z"},"content_sha256":"0319e203de801dbe14fba720403969666fa6c3c8580dd56024f049fbe73378c5","schema_version":"1.0","event_id":"sha256:0319e203de801dbe14fba720403969666fa6c3c8580dd56024f049fbe73378c5"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4A6CFU4WPXWSIUFJOW2TDACJNE/bundle.json","state_url":"https://pith.science/pith/4A6CFU4WPXWSIUFJOW2TDACJNE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4A6CFU4WPXWSIUFJOW2TDACJNE/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":"2026-08-11T08:54:44Z","links":{"resolver":"https://pith.science/pith/4A6CFU4WPXWSIUFJOW2TDACJNE","bundle":"https://pith.science/pith/4A6CFU4WPXWSIUFJOW2TDACJNE/bundle.json","state":"https://pith.science/pith/4A6CFU4WPXWSIUFJOW2TDACJNE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4A6CFU4WPXWSIUFJOW2TDACJNE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4A6CFU4WPXWSIUFJOW2TDACJNE","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":"f468341f5a8b25abd9f6bae44c50be139a7bb5193ab3895e1bd877f271a392ca","cross_cats_sorted":["cs.CL","cs.MM","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-07-31T11:29:46Z","title_canon_sha256":"2d921d1f561dc81d487b948afd49eac644f347c6f0c3b092daa8a2beca165ba0"},"schema_version":"1.0","source":{"id":"2407.21531","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.21531","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"arxiv_version","alias_value":"2407.21531v1","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.21531","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"pith_short_12","alias_value":"4A6CFU4WPXWS","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"pith_short_16","alias_value":"4A6CFU4WPXWSIUFJ","created_at":"2026-07-05T08:50:40Z"},{"alias_kind":"pith_short_8","alias_value":"4A6CFU4W","created_at":"2026-07-05T08:50:40Z"}],"graph_snapshots":[{"event_id":"sha256:0319e203de801dbe14fba720403969666fa6c3c8580dd56024f049fbe73378c5","target":"graph","created_at":"2026-07-05T08:50:40Z","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/2407.21531/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Symbolic Music, akin to language, can be encoded in discrete symbols. Recent research has extended the application of large language models (LLMs) such as GPT-4 and Llama2 to the symbolic music domain including understanding and generation. Yet scant research explores the details of how these LLMs perform on advanced music understanding and conditioned generation, especially from the multi-step reasoning perspective, which is a critical aspect in the conditioned, editable, and interactive human-computer co-creation process. This study conducts a thorough investigation of LLMs' capability and l","authors_text":"Emmanouil Benetos, Lu Wang, Ruibin Yuan, Wei Xue, Xinyue Zhang, Yike Guo, Yinghao Ma, Yuhang Wu, Zhiyue Wu, Ziya Zhou","cross_cats":["cs.CL","cs.MM","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-07-31T11:29:46Z","title":"Can LLMs \"Reason\" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.21531","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:b996f3938f2502075396b41773ccbdeec736d92eefcf7dec080b8240ff9e8794","target":"record","created_at":"2026-07-05T08:50:40Z","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":"f468341f5a8b25abd9f6bae44c50be139a7bb5193ab3895e1bd877f271a392ca","cross_cats_sorted":["cs.CL","cs.MM","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-07-31T11:29:46Z","title_canon_sha256":"2d921d1f561dc81d487b948afd49eac644f347c6f0c3b092daa8a2beca165ba0"},"schema_version":"1.0","source":{"id":"2407.21531","kind":"arxiv","version":1}},"canonical_sha256":"e03c22d3967ded2450a975b5318049691be7ee9411b5a0d241e46f2957217d81","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e03c22d3967ded2450a975b5318049691be7ee9411b5a0d241e46f2957217d81","first_computed_at":"2026-07-05T08:50:40.437613Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:50:40.437613Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bN8EsTnVoZ1ib2umDeuK+GC4dnF2ASXpCDciFw8OVImFDYB56dr4v0x7iIzkppueVeNrZXBAxUFDRviVj6s/BA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:50:40.438091Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.21531","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b996f3938f2502075396b41773ccbdeec736d92eefcf7dec080b8240ff9e8794","sha256:0319e203de801dbe14fba720403969666fa6c3c8580dd56024f049fbe73378c5"],"state_sha256":"c0d9f6a5cc70c22f7a2e40569cc613bf941b5c19562d1e2713f4dfe4a850752d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9TAcJvLK3ekizTj64E6hnARuPCA8KOlpQM99UFGedwzN/uTUYGQZx/9J8cNQ4igOBqKK45S18gCt4bAEn32IBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T08:54:44.621435Z","bundle_sha256":"2ab0c893415462f984e45eb3a6ae81cd9a36efd1ebe1088b1d1c48774d321b02"}}