{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:UJPLXVL4LF6VEO7LYSFMGVE5XY","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":"d2fc43a5d9313caa0c2fea8bbc4508ef7adbe08cd564de42c775e39b0b9ce578","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-06-18T08:11:45Z","title_canon_sha256":"c0da90b30321edb037933f2da99e09465494299b6afad213959cafc56adae6d4"},"schema_version":"1.0","source":{"id":"2606.19919","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.19919","created_at":"2026-06-19T16:12:38Z"},{"alias_kind":"arxiv_version","alias_value":"2606.19919v1","created_at":"2026-06-19T16:12:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.19919","created_at":"2026-06-19T16:12:38Z"},{"alias_kind":"pith_short_12","alias_value":"UJPLXVL4LF6V","created_at":"2026-06-19T16:12:38Z"},{"alias_kind":"pith_short_16","alias_value":"UJPLXVL4LF6VEO7L","created_at":"2026-06-19T16:12:38Z"},{"alias_kind":"pith_short_8","alias_value":"UJPLXVL4","created_at":"2026-06-19T16:12:38Z"}],"graph_snapshots":[{"event_id":"sha256:9e857c1b66855ac0b52cf508d162040cba9c1d647435de782e8550df7ce1caf0","target":"graph","created_at":"2026-06-19T16:12:38Z","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/2606.19919/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large reasoning models rely on long chain-of-thought to achieve strong performance, but applying such reasoning uniformly incurs high computational cost. Existing efficiency-oriented methods attempt to shorten or mix reasoning strategies, yet often degrade reasoning capability. We identify the root cause as sequence-level coupling between efficiency incentives and correctness optimization, which implicitly penalizes long but correct reasoning trajectories. To address this issue, we propose Adaptive Dual-Process Thinking (ADaPT), a token-level dual-process framework that explicitly decouples ef","authors_text":"Fei Yu, Han Xia, Jiaqing Liang, Jinyi Han, Shuguang Ma, Sihang Jiang, Tingyun Li, Xinyi Wang, Yanghua Xiao, Zhaoqian Dai, Zishang Jiang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-06-18T08:11:45Z","title":"ADaPT: Token-Level Decoupling for Efficient Large Reasoning Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.19919","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":"sha256:2764c023becc0f46475222d45e774ee334e3e1c906f4f6fbceb803ffa8e5b2d9","target":"record","created_at":"2026-06-19T16:12:38Z","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":"d2fc43a5d9313caa0c2fea8bbc4508ef7adbe08cd564de42c775e39b0b9ce578","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-06-18T08:11:45Z","title_canon_sha256":"c0da90b30321edb037933f2da99e09465494299b6afad213959cafc56adae6d4"},"schema_version":"1.0","source":{"id":"2606.19919","kind":"arxiv","version":1}},"canonical_sha256":"a25ebbd57c597d523bebc48ac3549dbe3f3549d809b0efbc568b6e645af58570","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a25ebbd57c597d523bebc48ac3549dbe3f3549d809b0efbc568b6e645af58570","first_computed_at":"2026-06-19T16:12:38.702160Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-19T16:12:38.702160Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KumE3nKBa9bEL8EqxsiGYLaGUkugJs3/5njprz0vyc9XUPevs1kcR5W0/Lr2yGUkOuakx0xV+SammKPnlr89BA==","signature_status":"signed_v1","signed_at":"2026-06-19T16:12:38.702621Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.19919","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2764c023becc0f46475222d45e774ee334e3e1c906f4f6fbceb803ffa8e5b2d9","sha256:9e857c1b66855ac0b52cf508d162040cba9c1d647435de782e8550df7ce1caf0"],"state_sha256":"cba4c67a881eabca0a55ac64cfc8949e0b277e4e6ba2da5022cae5d5fa51b8d3"}