{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:PZCG2XITCRZ36YMYS355TMNTWB","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":"600e61754959baaef8d4a6624abc40ce8593a93a14dafbef70b809645f345689","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T14:24:14Z","title_canon_sha256":"d5c765cc27ac6fa7228b1144de6fcf708febd4274267c7108299fe75fc1172a7"},"schema_version":"1.0","source":{"id":"2606.06214","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.06214","created_at":"2026-06-05T01:15:38Z"},{"alias_kind":"arxiv_version","alias_value":"2606.06214v1","created_at":"2026-06-05T01:15:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.06214","created_at":"2026-06-05T01:15:38Z"},{"alias_kind":"pith_short_12","alias_value":"PZCG2XITCRZ3","created_at":"2026-06-05T01:15:38Z"},{"alias_kind":"pith_short_16","alias_value":"PZCG2XITCRZ36YMY","created_at":"2026-06-05T01:15:38Z"},{"alias_kind":"pith_short_8","alias_value":"PZCG2XIT","created_at":"2026-06-05T01:15:38Z"}],"graph_snapshots":[{"event_id":"sha256:8ca25952a01de063e4538a05cb75eb86e68ba2178c723ac031d4618fda1de0eb","target":"graph","created_at":"2026-06-05T01:15:38Z","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/2606.06214/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Correctness and readability are key measures of code quality, respectively ensuring functional fidelity and ease of comprehension. While most existing research focuses on improving the correctness of large language models~(LLMs) generated codes, readability remains under-addressed. Enhancing readability through targeted control is challenging due to its subjective nature. In this article, we employ representation engineering~(RepE) as the targeted control method given its characteristics of low data dependency and low computational cost. Prior work on RepE has primarily focused on the targeted","authors_text":"Huifan Gao, Liuhua He, Shenbao Yu, Shengchao Qin, Weidi Sun, Yifeng Zeng, Yinghui Pan","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T14:24:14Z","title":"Towards the Readability of LLM-Generated Codes through Multitask Representation Engineering"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.06214","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":"sha256:538a167d7e7851bb191ea062b73b8f68e3699e653ba7eddf2169e3c7029fe870","target":"record","created_at":"2026-06-05T01:15:38Z","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":"600e61754959baaef8d4a6624abc40ce8593a93a14dafbef70b809645f345689","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T14:24:14Z","title_canon_sha256":"d5c765cc27ac6fa7228b1144de6fcf708febd4274267c7108299fe75fc1172a7"},"schema_version":"1.0","source":{"id":"2606.06214","kind":"arxiv","version":1}},"canonical_sha256":"7e446d5d131473bf619896fbd9b1b3b044a7d25668ad2327e9a617d9ddaa366f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7e446d5d131473bf619896fbd9b1b3b044a7d25668ad2327e9a617d9ddaa366f","first_computed_at":"2026-06-05T01:15:38.034349Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-05T01:15:38.034349Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qBYd1BF4EdL/VdNCT6up5fECndr58VF6DpF5h81MA+KRfjHRFXM00WCzKfLimNVNo/syzk0O0vyxXpQ0SZgMAQ==","signature_status":"signed_v1","signed_at":"2026-06-05T01:15:38.034850Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.06214","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:538a167d7e7851bb191ea062b73b8f68e3699e653ba7eddf2169e3c7029fe870","sha256:8ca25952a01de063e4538a05cb75eb86e68ba2178c723ac031d4618fda1de0eb"],"state_sha256":"b5294152f00a4324d5de7427d5adc063ced1bdd1ecd83e2ebc91de2e00a0d716"}