{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:HO7L6DSVZ3BFRVBC6FOABWZGUW","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":"0e04d15e6eb119399da5f71fdf73dddb79ff3824630de1775b72b99772a706b3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-06-05T04:49:37Z","title_canon_sha256":"1e0b1f56cb3300d2ef64d2167b3cfbb2f335578e58ed4fee5dcfa563fba3d512"},"schema_version":"1.0","source":{"id":"2606.06906","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.06906","created_at":"2026-06-08T01:04:35Z"},{"alias_kind":"arxiv_version","alias_value":"2606.06906v1","created_at":"2026-06-08T01:04:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.06906","created_at":"2026-06-08T01:04:35Z"},{"alias_kind":"pith_short_12","alias_value":"HO7L6DSVZ3BF","created_at":"2026-06-08T01:04:35Z"},{"alias_kind":"pith_short_16","alias_value":"HO7L6DSVZ3BFRVBC","created_at":"2026-06-08T01:04:35Z"},{"alias_kind":"pith_short_8","alias_value":"HO7L6DSV","created_at":"2026-06-08T01:04:35Z"}],"graph_snapshots":[{"event_id":"sha256:445bd9469089ec8bca9129b73d370fc76914ad948d1377be5c7d8750c3338ff8","target":"graph","created_at":"2026-06-08T01:04:35Z","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/2606.06906/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Long-context question answering (QA) remains challenging for smaller language models even when answer-bearing evidence is already present in the input. Existing within-context retrieval methods localize and expose candidate evidence chunks for the question, but they stop at input-level evidence exposure rather than adapting the query-side attention parameters that control how the model allocates attention over full-context positions. In contrast, lightweight test-time adaptation methods, such as query-only test-time training (qTTT), leave evidence localization unresolved because their generic ","authors_text":"Haohan Wang, Suwen Wang, Xiaopeng Yuan, Yushun Dong, Zebin Wang, Zongxin Yang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-06-05T04:49:37Z","title":"EASE-TTT: Evidence-Aligned Selective Test-Time Training for Long-Context Question Answering"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.06906","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":"sha256:725bf9c1fe65b8cbea5cc92c045ce09504355483f231264499306390de077f12","target":"record","created_at":"2026-06-08T01:04:35Z","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":"0e04d15e6eb119399da5f71fdf73dddb79ff3824630de1775b72b99772a706b3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-06-05T04:49:37Z","title_canon_sha256":"1e0b1f56cb3300d2ef64d2167b3cfbb2f335578e58ed4fee5dcfa563fba3d512"},"schema_version":"1.0","source":{"id":"2606.06906","kind":"arxiv","version":1}},"canonical_sha256":"3bbebf0e55cec258d422f15c00db26a5887e3bb9770c0909f1ad231c534d392c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3bbebf0e55cec258d422f15c00db26a5887e3bb9770c0909f1ad231c534d392c","first_computed_at":"2026-06-08T01:04:35.055571Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-08T01:04:35.055571Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gdcQTOtp2fPOcRhQfQYcLGU8xDJ8ZYps5WS5x5Xz4rP0kGZy5O/VsZHcEmAE9GYFH75x82ULVHHKozXEEmYBBg==","signature_status":"signed_v1","signed_at":"2026-06-08T01:04:35.056259Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.06906","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:725bf9c1fe65b8cbea5cc92c045ce09504355483f231264499306390de077f12","sha256:445bd9469089ec8bca9129b73d370fc76914ad948d1377be5c7d8750c3338ff8"],"state_sha256":"a79471cddb1f3ae15e4042088dc86f75d6bb701d858955a994ab5b2b02d2ce8f"}