{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:XQEW66MUXRDL3ZX2GRUBVCN4JO","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":"4cd5900ab550ceefa9c9691d2d4ae333a76ba4646951f6d03264582c3446aff7","cross_cats_sorted":["cs.IT","eess.SP","math.IT"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-06-03T20:18:56Z","title_canon_sha256":"e3bc08f360f0c2798b231dce1fe4bb65b44a38f7c8dd29ed2c57541290094648"},"schema_version":"1.0","source":{"id":"2406.01768","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.01768","created_at":"2026-07-05T08:28:27Z"},{"alias_kind":"arxiv_version","alias_value":"2406.01768v1","created_at":"2026-07-05T08:28:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.01768","created_at":"2026-07-05T08:28:27Z"},{"alias_kind":"pith_short_12","alias_value":"XQEW66MUXRDL","created_at":"2026-07-05T08:28:27Z"},{"alias_kind":"pith_short_16","alias_value":"XQEW66MUXRDL3ZX2","created_at":"2026-07-05T08:28:27Z"},{"alias_kind":"pith_short_8","alias_value":"XQEW66MU","created_at":"2026-07-05T08:28:27Z"}],"graph_snapshots":[{"event_id":"sha256:23a94d0ac3d19e67b1743866e9e834a8a63088b1047f3624d70566060416e5fc","target":"graph","created_at":"2026-07-05T08:28:27Z","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/2406.01768/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Understanding telecom standards involves sorting through numerous technical documents, such as those produced by the 3rd Generation Partnership Project (3GPP), which is time-consuming and labor-intensive. While large language models (LLMs) can assist with the extensive 3GPP knowledge base, an inclusive dataset is crucial for their effective pre-training and fine-tuning. In this paper, we introduce \\textit{TSpec-LLM}, an open-source comprehensive dataset covering all 3GPP documents from Release 8 to Release 19 (1999--2023). To evaluate its efficacy, we first select a representative sample of 3G","authors_text":"Giovanni Geraci, Mohamed Benzaghta, Rasoul Nikbakht","cross_cats":["cs.IT","eess.SP","math.IT"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-06-03T20:18:56Z","title":"TSpec-LLM: An Open-source Dataset for LLM Understanding of 3GPP Specifications"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.01768","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:f320e2491ba8cbec325b56954be7aaa21fe317a255ca3f7e68c61333f24e8dd6","target":"record","created_at":"2026-07-05T08:28:27Z","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":"4cd5900ab550ceefa9c9691d2d4ae333a76ba4646951f6d03264582c3446aff7","cross_cats_sorted":["cs.IT","eess.SP","math.IT"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-06-03T20:18:56Z","title_canon_sha256":"e3bc08f360f0c2798b231dce1fe4bb65b44a38f7c8dd29ed2c57541290094648"},"schema_version":"1.0","source":{"id":"2406.01768","kind":"arxiv","version":1}},"canonical_sha256":"bc096f7994bc46bde6fa34681a89bc4b987f6981e1e74e14a4c78fcc4f6fc744","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bc096f7994bc46bde6fa34681a89bc4b987f6981e1e74e14a4c78fcc4f6fc744","first_computed_at":"2026-07-05T08:28:27.663585Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:28:27.663585Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lKkhRL196k8FUwlzBFN1m5AAwXbRHX8cd/D4JrmtCUs78CQt2tX9hEdQKA58ShPLToNmn7WQ5dXc3wmD6pGtDw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:28:27.664005Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.01768","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f320e2491ba8cbec325b56954be7aaa21fe317a255ca3f7e68c61333f24e8dd6","sha256:23a94d0ac3d19e67b1743866e9e834a8a63088b1047f3624d70566060416e5fc"],"state_sha256":"7fe7b5606931b472076e3f6cb5dfc51a2eaad5f23d9e432c2c17344ae953d79f"}