{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:S6BDUW6YB2W45T2KNWDRCEE52U","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":"2a6f27de3dda2bc5e25b9f88dd5be74af0697a6b8b77c0d7cb02e86b4c6077ba","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T22:26:17Z","title_canon_sha256":"c6833ce33eaedcb7e1eda8f47a465a9f9667499baa658c0e5296c92286712152"},"schema_version":"1.0","source":{"id":"2506.14040","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.14040","created_at":"2026-07-05T11:22:47Z"},{"alias_kind":"arxiv_version","alias_value":"2506.14040v1","created_at":"2026-07-05T11:22:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.14040","created_at":"2026-07-05T11:22:47Z"},{"alias_kind":"pith_short_12","alias_value":"S6BDUW6YB2W4","created_at":"2026-07-05T11:22:47Z"},{"alias_kind":"pith_short_16","alias_value":"S6BDUW6YB2W45T2K","created_at":"2026-07-05T11:22:47Z"},{"alias_kind":"pith_short_8","alias_value":"S6BDUW6Y","created_at":"2026-07-05T11:22:47Z"}],"graph_snapshots":[{"event_id":"sha256:26f56bcb481edc19a655783350dd9633ed58dd015b2848bad4bccadc4ac9ee27","target":"graph","created_at":"2026-07-05T11:22:47Z","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/2506.14040/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This review explores recent advances in commonsense reasoning and intent detection, two key challenges in natural language understanding. We analyze 28 papers from ACL, EMNLP, and CHI (2020-2025), organizing them by methodology and application. Commonsense reasoning is reviewed across zero-shot learning, cultural adaptation, structured evaluation, and interactive contexts. Intent detection is examined through open-set models, generative formulations, clustering, and human-centered systems. By bridging insights from NLP and HCI, we highlight emerging trends toward more adaptive, multilingual, a","authors_text":"Md Nazmus Sakib","cross_cats":["cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T22:26:17Z","title":"An Interdisciplinary Review of Commonsense Reasoning and Intent Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.14040","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":"sha256:6055cfa9eaa42fd257bc9ea0506efd2c2832c6fcdcf5ae392349cfb94fd4b59b","target":"record","created_at":"2026-07-05T11:22:47Z","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":"2a6f27de3dda2bc5e25b9f88dd5be74af0697a6b8b77c0d7cb02e86b4c6077ba","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-16T22:26:17Z","title_canon_sha256":"c6833ce33eaedcb7e1eda8f47a465a9f9667499baa658c0e5296c92286712152"},"schema_version":"1.0","source":{"id":"2506.14040","kind":"arxiv","version":1}},"canonical_sha256":"97823a5bd80eadcecf4a6d8711109dd5245c87123d018ec5f3502e34a0e099c6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"97823a5bd80eadcecf4a6d8711109dd5245c87123d018ec5f3502e34a0e099c6","first_computed_at":"2026-07-05T11:22:47.920361Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:22:47.920361Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LkI2voWBZy2gcjKOjY3wKBFCqAcGX/ggxFbSxi/G/GP/Cw1WWX7dyqpYm7nz82NdM8o8uZLHDmIgYWyWFKYgBw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:22:47.920970Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.14040","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6055cfa9eaa42fd257bc9ea0506efd2c2832c6fcdcf5ae392349cfb94fd4b59b","sha256:26f56bcb481edc19a655783350dd9633ed58dd015b2848bad4bccadc4ac9ee27"],"state_sha256":"0e6b228eb1dc9aebf061040419781f4dfffdde2a39e67e38c25b15428a14a224"}