{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:6RYCS34NLP2WCKD4CVQISCYSOI","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":"77caaa0338bac8d7533e1731867d3182fd5ef88676f094d0071372996e94ede7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-11-10T18:41:23Z","title_canon_sha256":"50b327f310fb5714e5e8c53ea752998865ab86e89c7c73d04d61a12395cfaddc"},"schema_version":"1.0","source":{"id":"2511.07380","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2511.07380","created_at":"2026-06-08T01:05:03Z"},{"alias_kind":"arxiv_version","alias_value":"2511.07380v2","created_at":"2026-06-08T01:05:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2511.07380","created_at":"2026-06-08T01:05:03Z"},{"alias_kind":"pith_short_12","alias_value":"6RYCS34NLP2W","created_at":"2026-06-08T01:05:03Z"},{"alias_kind":"pith_short_16","alias_value":"6RYCS34NLP2WCKD4","created_at":"2026-06-08T01:05:03Z"},{"alias_kind":"pith_short_8","alias_value":"6RYCS34N","created_at":"2026-06-08T01:05:03Z"}],"graph_snapshots":[{"event_id":"sha256:5d9ba64fe601b93ad5c619528cb3fa31787486ee1ba68ea9e7b11969e01409bd","target":"graph","created_at":"2026-06-08T01:05:03Z","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/2511.07380/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Adapting large language models (LLMs) to low-resource domains remains challenging due to the scarcity of domain-specific data. While in-domain data is limited, there exists a vast amount of general-domain data that shares similar question-answer formats and reasoning patterns with domain tasks. This observation raises an important question: can useful general-domain data be mined to improve low-resource domain adaptation? Our initial findings show that general-domain chain-of-thought data contains useful auxiliary signals for domain adaptation, even without careful selection. This observation ","authors_text":"Hongcheng Liu, Pingjie Wang, Shuo Tang, Yanfeng Wang, Yaxin Du, Yusheng Liao, Yu Wang, Ziqing Fan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-11-10T18:41:23Z","title":"Mining Useful General Data for Low-Resource Domain Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2511.07380","kind":"arxiv","version":2},"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:acaee68d172d68d66802f8a8dd3cb6347e0d249dc09dc86dae0892dae61b2f0c","target":"record","created_at":"2026-06-08T01:05:03Z","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":"77caaa0338bac8d7533e1731867d3182fd5ef88676f094d0071372996e94ede7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-11-10T18:41:23Z","title_canon_sha256":"50b327f310fb5714e5e8c53ea752998865ab86e89c7c73d04d61a12395cfaddc"},"schema_version":"1.0","source":{"id":"2511.07380","kind":"arxiv","version":2}},"canonical_sha256":"f470296f8d5bf561287c1560890b12720a91645cd807ca8ecd3ba553421d67a1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f470296f8d5bf561287c1560890b12720a91645cd807ca8ecd3ba553421d67a1","first_computed_at":"2026-06-08T01:05:03.991349Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-08T01:05:03.991349Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zJF0TxTzqm929rwSiBbwSQrQFCDPcbiL3hs/7ccqwdbe4J/LDXrSv6tzjPf/3NVoWDwUocCwJK69tGmBUF9/CA==","signature_status":"signed_v1","signed_at":"2026-06-08T01:05:03.992414Z","signed_message":"canonical_sha256_bytes"},"source_id":"2511.07380","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:acaee68d172d68d66802f8a8dd3cb6347e0d249dc09dc86dae0892dae61b2f0c","sha256:5d9ba64fe601b93ad5c619528cb3fa31787486ee1ba68ea9e7b11969e01409bd"],"state_sha256":"016abc3599f87f13e65c871b8a89bb1ed55170b6d85f2d616187ebf15120fcf4"}