{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:TNNHWYKUP5VO52ZO5XBSDPBA7H","short_pith_number":"pith:TNNHWYKU","canonical_record":{"source":{"id":"2506.11017","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-06T02:44:41Z","cross_cats_sorted":["cs.AI","cs.PF"],"title_canon_sha256":"3cb9479257d721042bcabbc988161ea1c1eb40cfab6cdca89e09718f00da0964","abstract_canon_sha256":"f479bb1b25a1aafd9ecd5b4552aee796d7911d9c5d6c841130e83acfbd1fec3a"},"schema_version":"1.0"},"canonical_sha256":"9b5a7b61547f6aeeeb2eedc321bc20f9cd9594f756b2a6b03bb5af13eee7b421","source":{"kind":"arxiv","id":"2506.11017","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.11017","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"arxiv_version","alias_value":"2506.11017v1","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.11017","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"pith_short_12","alias_value":"TNNHWYKUP5VO","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"pith_short_16","alias_value":"TNNHWYKUP5VO52ZO","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"pith_short_8","alias_value":"TNNHWYKU","created_at":"2026-07-05T11:20:57Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:TNNHWYKUP5VO52ZO5XBSDPBA7H","target":"record","payload":{"canonical_record":{"source":{"id":"2506.11017","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-06T02:44:41Z","cross_cats_sorted":["cs.AI","cs.PF"],"title_canon_sha256":"3cb9479257d721042bcabbc988161ea1c1eb40cfab6cdca89e09718f00da0964","abstract_canon_sha256":"f479bb1b25a1aafd9ecd5b4552aee796d7911d9c5d6c841130e83acfbd1fec3a"},"schema_version":"1.0"},"canonical_sha256":"9b5a7b61547f6aeeeb2eedc321bc20f9cd9594f756b2a6b03bb5af13eee7b421","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:20:57.959184Z","signature_b64":"XwwuQt6/LhtdGtBcODcVdgSNLmxGY9H0RfX/RYBuBMquh3OxkRmDz0rJsnBw10b6ho7QB20/phbnu6cN/tgMCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9b5a7b61547f6aeeeb2eedc321bc20f9cd9594f756b2a6b03bb5af13eee7b421","last_reissued_at":"2026-07-05T11:20:57.958688Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:20:57.958688Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.11017","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":"2026-07-05T11:20:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GMVG8kUiZ1DnG7hl5S0MUTbvW1ipsje/0ET1gy1SUmt3PuFgsms6ljVpZPAVXTtFB+uMJY6eslVGlxxJWpDpDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T18:34:21.187917Z"},"content_sha256":"97228e875f2701f21fa01b58b337576fbf38ffbb62287245e6ca2ff930a4f12d","schema_version":"1.0","event_id":"sha256:97228e875f2701f21fa01b58b337576fbf38ffbb62287245e6ca2ff930a4f12d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:TNNHWYKUP5VO52ZO5XBSDPBA7H","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"TeleEval-OS: Performance evaluations of large language models for operations scheduling","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.PF"],"primary_cat":"cs.CL","authors_text":"Fei Li, Junli Liang, Kuang Xu, Long Zhao, Qi Song, Xiangyang Li, Yanyan Wang, Yiming Xu, Yingying Wang, Yin Xu, Yunlong Liu, Zhehe Li, Zhengwang Jiang","submitted_at":"2025-05-06T02:44:41Z","abstract_excerpt":"The rapid advancement of large language models (LLMs) has significantly propelled progress in artificial intelligence, demonstrating substantial application potential across multiple specialized domains. Telecommunications operation scheduling (OS) is a critical aspect of the telecommunications industry, involving the coordinated management of networks, services, risks, and human resources to optimize production scheduling and ensure unified service control. However, the inherent complexity and domain-specific nature of OS tasks, coupled with the absence of comprehensive evaluation benchmarks,"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.11017","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/2506.11017/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":"2026-07-05T11:20:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TTxwhK9oJlCksjzUqc4U6LjZDTji2wWYb7Q6Go5+3NDbGH9Jj5shXtXKs+NLEbTTUU+xMxmmHDVqp0ngNWNnBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T18:34:21.188428Z"},"content_sha256":"9d8b7372c7ce16783bceac5c3a7c40e6609623c40a829acf4b5ddcd959e2a1a2","schema_version":"1.0","event_id":"sha256:9d8b7372c7ce16783bceac5c3a7c40e6609623c40a829acf4b5ddcd959e2a1a2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TNNHWYKUP5VO52ZO5XBSDPBA7H/bundle.json","state_url":"https://pith.science/pith/TNNHWYKUP5VO52ZO5XBSDPBA7H/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TNNHWYKUP5VO52ZO5XBSDPBA7H/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":"2026-08-05T18:34:21Z","links":{"resolver":"https://pith.science/pith/TNNHWYKUP5VO52ZO5XBSDPBA7H","bundle":"https://pith.science/pith/TNNHWYKUP5VO52ZO5XBSDPBA7H/bundle.json","state":"https://pith.science/pith/TNNHWYKUP5VO52ZO5XBSDPBA7H/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TNNHWYKUP5VO52ZO5XBSDPBA7H/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:TNNHWYKUP5VO52ZO5XBSDPBA7H","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":"f479bb1b25a1aafd9ecd5b4552aee796d7911d9c5d6c841130e83acfbd1fec3a","cross_cats_sorted":["cs.AI","cs.PF"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-06T02:44:41Z","title_canon_sha256":"3cb9479257d721042bcabbc988161ea1c1eb40cfab6cdca89e09718f00da0964"},"schema_version":"1.0","source":{"id":"2506.11017","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.11017","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"arxiv_version","alias_value":"2506.11017v1","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.11017","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"pith_short_12","alias_value":"TNNHWYKUP5VO","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"pith_short_16","alias_value":"TNNHWYKUP5VO52ZO","created_at":"2026-07-05T11:20:57Z"},{"alias_kind":"pith_short_8","alias_value":"TNNHWYKU","created_at":"2026-07-05T11:20:57Z"}],"graph_snapshots":[{"event_id":"sha256:9d8b7372c7ce16783bceac5c3a7c40e6609623c40a829acf4b5ddcd959e2a1a2","target":"graph","created_at":"2026-07-05T11:20:57Z","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/2506.11017/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rapid advancement of large language models (LLMs) has significantly propelled progress in artificial intelligence, demonstrating substantial application potential across multiple specialized domains. Telecommunications operation scheduling (OS) is a critical aspect of the telecommunications industry, involving the coordinated management of networks, services, risks, and human resources to optimize production scheduling and ensure unified service control. However, the inherent complexity and domain-specific nature of OS tasks, coupled with the absence of comprehensive evaluation benchmarks,","authors_text":"Fei Li, Junli Liang, Kuang Xu, Long Zhao, Qi Song, Xiangyang Li, Yanyan Wang, Yiming Xu, Yingying Wang, Yin Xu, Yunlong Liu, Zhehe Li, Zhengwang Jiang","cross_cats":["cs.AI","cs.PF"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-06T02:44:41Z","title":"TeleEval-OS: Performance evaluations of large language models for operations scheduling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.11017","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":"sha256:97228e875f2701f21fa01b58b337576fbf38ffbb62287245e6ca2ff930a4f12d","target":"record","created_at":"2026-07-05T11:20:57Z","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":"f479bb1b25a1aafd9ecd5b4552aee796d7911d9c5d6c841130e83acfbd1fec3a","cross_cats_sorted":["cs.AI","cs.PF"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-06T02:44:41Z","title_canon_sha256":"3cb9479257d721042bcabbc988161ea1c1eb40cfab6cdca89e09718f00da0964"},"schema_version":"1.0","source":{"id":"2506.11017","kind":"arxiv","version":1}},"canonical_sha256":"9b5a7b61547f6aeeeb2eedc321bc20f9cd9594f756b2a6b03bb5af13eee7b421","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9b5a7b61547f6aeeeb2eedc321bc20f9cd9594f756b2a6b03bb5af13eee7b421","first_computed_at":"2026-07-05T11:20:57.958688Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:20:57.958688Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XwwuQt6/LhtdGtBcODcVdgSNLmxGY9H0RfX/RYBuBMquh3OxkRmDz0rJsnBw10b6ho7QB20/phbnu6cN/tgMCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:20:57.959184Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.11017","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:97228e875f2701f21fa01b58b337576fbf38ffbb62287245e6ca2ff930a4f12d","sha256:9d8b7372c7ce16783bceac5c3a7c40e6609623c40a829acf4b5ddcd959e2a1a2"],"state_sha256":"46c5afb80d54d8813f9a96ccd8a8bb6fd57d7f28dbb3f57fa1cecae03a593129"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lXXIkL4mvjNi84Vh2Y4c4EfTfMJc5MiMHWpmxjItOjrPVyxMxFBgEv0gjklNls5Kiq0f1ugq30jCMjom06zhDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T18:34:21.193902Z","bundle_sha256":"60b473c48a5cb546e7df2ef3dcc5ef2bb19aa54f85776f47b51aa4070717f6f9"}}