{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:QLXMEYDF3JH5GYKTZTVADQDCIQ","short_pith_number":"pith:QLXMEYDF","canonical_record":{"source":{"id":"2608.07038","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-08-07T09:48:25Z","cross_cats_sorted":["cs.AI","cs.CR"],"title_canon_sha256":"3d44704cd75849f4f99009b38c3d9dbc2cc6d35ff645058f1f601a46c0df3cd7","abstract_canon_sha256":"aca877d259071cd91902984b7f9c0a1a1db18140d54f37081de4e0bec7ba0ac6"},"schema_version":"1.0"},"canonical_sha256":"82eec26065da4fd36153ccea01c062442455f4c21e268ea5b333ee1f7c92252c","source":{"kind":"arxiv","id":"2608.07038","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.07038","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"arxiv_version","alias_value":"2608.07038v1","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.07038","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"pith_short_12","alias_value":"QLXMEYDF3JH5","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"pith_short_16","alias_value":"QLXMEYDF3JH5GYKT","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"pith_short_8","alias_value":"QLXMEYDF","created_at":"2026-08-10T01:12:57Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:QLXMEYDF3JH5GYKTZTVADQDCIQ","target":"record","payload":{"canonical_record":{"source":{"id":"2608.07038","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-08-07T09:48:25Z","cross_cats_sorted":["cs.AI","cs.CR"],"title_canon_sha256":"3d44704cd75849f4f99009b38c3d9dbc2cc6d35ff645058f1f601a46c0df3cd7","abstract_canon_sha256":"aca877d259071cd91902984b7f9c0a1a1db18140d54f37081de4e0bec7ba0ac6"},"schema_version":"1.0"},"canonical_sha256":"82eec26065da4fd36153ccea01c062442455f4c21e268ea5b333ee1f7c92252c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-08-10T01:12:57.096477Z","signature_b64":"dTaoQhYEuW9DBOzpypDtponSUeaiITEII03fl9t05SuGSVrjGgGvHavaVtdnfn8i5JLbGFZfY0wY2GMk+HASBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"82eec26065da4fd36153ccea01c062442455f4c21e268ea5b333ee1f7c92252c","last_reissued_at":"2026-08-10T01:12:57.093605Z","signature_status":"signed_v1","first_computed_at":"2026-08-10T01:12:57.093605Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2608.07038","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-08-10T01:12:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"55K28Jz8VsC5oJh1uMS/BxNRDQFVlK8iAOLiVyyxi1wuwBF2is22NUx8UZ/voqaaO65OjlRtF+GWAOmHzCisAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T13:24:17.622785Z"},"content_sha256":"ae0e536ea86dc5cdf04fb9ee23c9212dda983b3bd040ea05ca3da3610ad0f9e3","schema_version":"1.0","event_id":"sha256:ae0e536ea86dc5cdf04fb9ee23c9212dda983b3bd040ea05ca3da3610ad0f9e3"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:QLXMEYDF3JH5GYKTZTVADQDCIQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Beyond Text Matching: Towards Reference-Free Evaluation for Human-Oriented Binary Reverse Engineering","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CR"],"primary_cat":"cs.SE","authors_text":"David Lo, Guoqiang Chen, Jieke Shi, Junda He, Li Hu, Shaoyin Cheng, Weiming Zhang, Xiao Jiang, Xiuwei Shang, Zhou Yang","submitted_at":"2026-08-07T09:48:25Z","abstract_excerpt":"Human-Oriented Binary Reverse Engineering (HOBRE) aims to transform decompiled pseudocode into a more human-friendly representation, thereby reducing the cognitive burden of reverse analysis and improving efficiency. However, reliably evaluating HOBRE outputs remains a fundamental challenge: human evaluation is costly, time-consuming, and difficult to scale, while existing automated metrics either require executable test cases and runtime environments that are often unavailable for real-world binaries, or rely on high-quality source code references that are typically inaccessible and fail to c"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.07038","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2608.07038/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-08-10T01:12:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VM12/1xYVWtXSlkF2/KziTjQFH3hIyCv/HkGIi/gmL9aqSBZ6ag/+7xXGw97H0dhvzQPIRbvYfshvl+wdgFHDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T13:24:17.623341Z"},"content_sha256":"e2e494becb2f4258a69cdcbbe2b6218d54c176f999d2ff8f66db38d46088f48e","schema_version":"1.0","event_id":"sha256:e2e494becb2f4258a69cdcbbe2b6218d54c176f999d2ff8f66db38d46088f48e"},{"event_type":"integrity_finding","subject_pith_number":"pith:2026:QLXMEYDF3JH5GYKTZTVADQDCIQ","target":"integrity","payload":{"note":"DOI in the printed bibliography is fragmented by whitespace or line breaks. A longer candidate (10.18653/v1/2024.emnlp-main.1118) was visible in the surrounding text but could not be confirmed against doi.org as printed.","snippet":"Weixi Tong and Tianyi Zhang. 2024. CodeJudge: Evaluating Code Generation with Large Language Models. InProceedings of the 2024 Conference on Empirical Methods in Natural Language Processing. 20032–20051. doi:10.18653/v1/2024. emnlp-main.111","arxiv_id":"2608.07038","detector":"doi_compliance","evidence":{"ref_index":55,"verdict_class":"incontrovertible","resolved_title":null,"printed_excerpt":"10.18653/v1/2024","reconstructed_doi":"10.18653/v1/2024.emnlp-main.1118"},"severity":"advisory","ref_index":55,"audited_at":"2026-08-10T16:08:09.039845Z","event_type":"pith.integrity.v1","detected_doi":"10.18653/v1/2024.emnlp-main.1118","detector_url":"https://pith.science/pith-integrity-protocol#doi_compliance","external_url":null,"finding_type":"recoverable_identifier","evidence_hash":"323ccb1a3a0abd291fdb6e40905fa3d5692da5c6cade74cbf6d4402cad1f76ee","paper_version":1,"verdict_class":"incontrovertible","resolved_title":null,"detector_version":"1.1.0","detected_arxiv_id":null,"integrity_event_id":18846,"payload_sha256":"e36a630524d0eff725e20f851e10ce547abbe4f9a0c438c76991bad0e0c4aa6d","signature_b64":"Lk6DQb0t81iK8i4x46yUO+/OcgWon4Oj+b+hF1RqV9rqd5BQHZcjP0J34IbppHlpT97GgSilfducrWIXrGA6BA==","signing_key_id":"pith-v1-2026-05"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-08-10T16:08:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"eq0B+S8EMJw6R95YuyC9uYQMxS1NXdvGFj6/ZoMV2RYAw1Y1j3FY3GQGSL48+vHBxVEVidt0Z/aVK5j2UMubDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T13:24:17.626629Z"},"content_sha256":"ce4e3d2d7811596301c1d1deb18c23e993a33cd5ec672ada05bfea3dd2654dc2","schema_version":"1.0","event_id":"sha256:ce4e3d2d7811596301c1d1deb18c23e993a33cd5ec672ada05bfea3dd2654dc2"},{"event_type":"integrity_finding","subject_pith_number":"pith:2026:QLXMEYDF3JH5GYKTZTVADQDCIQ","target":"integrity","payload":{"note":"DOI in the printed bibliography is fragmented by whitespace or line breaks. A longer candidate (10.18653/v1/d19-1410) was visible in the surrounding text but could not be confirmed against doi.org as printed.","snippet":"Nils Reimers and Iryna Gurevych. 2019. Sentence-bert: Sentence embeddings using siamese bert-networks. InProceedings of the 2019 conference on empirical methods in natural language processing and the 9th international joint conference on na","arxiv_id":"2608.07038","detector":"doi_compliance","evidence":{"ref_index":45,"verdict_class":"incontrovertible","resolved_title":null,"printed_excerpt":"10.18653/v1/d19-","reconstructed_doi":"10.18653/v1/d19-1410"},"severity":"advisory","ref_index":45,"audited_at":"2026-08-10T16:08:09.039845Z","event_type":"pith.integrity.v1","detected_doi":"10.18653/v1/d19-1410","detector_url":"https://pith.science/pith-integrity-protocol#doi_compliance","external_url":null,"finding_type":"recoverable_identifier","evidence_hash":"15029f04435cd8d4205afdd8a8e4e121e84efb04306b56f89dee3692546c2366","paper_version":1,"verdict_class":"incontrovertible","resolved_title":null,"detector_version":"1.1.0","detected_arxiv_id":null,"integrity_event_id":18845,"payload_sha256":"57b36a9fd34827025ce8598ac37757a6d6d36864ecdcccc119fdd9806a3c583c","signature_b64":"iroVF6tp4GFRvMw1rCO+jfYCMju3sp0/4y+jpM2sAcVpEd3EZfr2Hs3msU7PoKmDEN3hrqMA8IO0VpftF05XCA==","signing_key_id":"pith-v1-2026-05"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-08-10T16:08:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1nkNXYiwewD3LsGorxJY6DrsgURG1qN1BOMnOu5PJUycUKiAwpywZI/Mo5jVfTLzsHs/UYrCJvnklv/DuTHaCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T13:24:17.627030Z"},"content_sha256":"5c7786af743fb6c1fadc0b7bad1b0b3f48129a8e5f161261db22d400e495676f","schema_version":"1.0","event_id":"sha256:5c7786af743fb6c1fadc0b7bad1b0b3f48129a8e5f161261db22d400e495676f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QLXMEYDF3JH5GYKTZTVADQDCIQ/bundle.json","state_url":"https://pith.science/pith/QLXMEYDF3JH5GYKTZTVADQDCIQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QLXMEYDF3JH5GYKTZTVADQDCIQ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-11T13:24:17Z","links":{"resolver":"https://pith.science/pith/QLXMEYDF3JH5GYKTZTVADQDCIQ","bundle":"https://pith.science/pith/QLXMEYDF3JH5GYKTZTVADQDCIQ/bundle.json","state":"https://pith.science/pith/QLXMEYDF3JH5GYKTZTVADQDCIQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QLXMEYDF3JH5GYKTZTVADQDCIQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:QLXMEYDF3JH5GYKTZTVADQDCIQ","merge_version":"pith-open-graph-merge-v1","event_count":4,"valid_event_count":4,"invalid_event_count":0,"equivocation_count":1,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"aca877d259071cd91902984b7f9c0a1a1db18140d54f37081de4e0bec7ba0ac6","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-08-07T09:48:25Z","title_canon_sha256":"3d44704cd75849f4f99009b38c3d9dbc2cc6d35ff645058f1f601a46c0df3cd7"},"schema_version":"1.0","source":{"id":"2608.07038","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.07038","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"arxiv_version","alias_value":"2608.07038v1","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.07038","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"pith_short_12","alias_value":"QLXMEYDF3JH5","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"pith_short_16","alias_value":"QLXMEYDF3JH5GYKT","created_at":"2026-08-10T01:12:57Z"},{"alias_kind":"pith_short_8","alias_value":"QLXMEYDF","created_at":"2026-08-10T01:12:57Z"}],"graph_snapshots":[{"event_id":"sha256:e2e494becb2f4258a69cdcbbe2b6218d54c176f999d2ff8f66db38d46088f48e","target":"graph","created_at":"2026-08-10T01:12:57Z","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/2608.07038/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human-Oriented Binary Reverse Engineering (HOBRE) aims to transform decompiled pseudocode into a more human-friendly representation, thereby reducing the cognitive burden of reverse analysis and improving efficiency. However, reliably evaluating HOBRE outputs remains a fundamental challenge: human evaluation is costly, time-consuming, and difficult to scale, while existing automated metrics either require executable test cases and runtime environments that are often unavailable for real-world binaries, or rely on high-quality source code references that are typically inaccessible and fail to c","authors_text":"David Lo, Guoqiang Chen, Jieke Shi, Junda He, Li Hu, Shaoyin Cheng, Weiming Zhang, Xiao Jiang, Xiuwei Shang, Zhou Yang","cross_cats":["cs.AI","cs.CR"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-08-07T09:48:25Z","title":"Beyond Text Matching: Towards Reference-Free Evaluation for Human-Oriented Binary Reverse Engineering"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.07038","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:ae0e536ea86dc5cdf04fb9ee23c9212dda983b3bd040ea05ca3da3610ad0f9e3","target":"record","created_at":"2026-08-10T01:12:57Z","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":"aca877d259071cd91902984b7f9c0a1a1db18140d54f37081de4e0bec7ba0ac6","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-08-07T09:48:25Z","title_canon_sha256":"3d44704cd75849f4f99009b38c3d9dbc2cc6d35ff645058f1f601a46c0df3cd7"},"schema_version":"1.0","source":{"id":"2608.07038","kind":"arxiv","version":1}},"canonical_sha256":"82eec26065da4fd36153ccea01c062442455f4c21e268ea5b333ee1f7c92252c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"82eec26065da4fd36153ccea01c062442455f4c21e268ea5b333ee1f7c92252c","first_computed_at":"2026-08-10T01:12:57.093605Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-10T01:12:57.093605Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dTaoQhYEuW9DBOzpypDtponSUeaiITEII03fl9t05SuGSVrjGgGvHavaVtdnfn8i5JLbGFZfY0wY2GMk+HASBA==","signature_status":"signed_v1","signed_at":"2026-08-10T01:12:57.096477Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.07038","source_kind":"arxiv","source_version":1}}},"equivocations":[{"signer_id":"pith.science","event_type":"integrity_finding","target":"integrity","event_ids":["sha256:5c7786af743fb6c1fadc0b7bad1b0b3f48129a8e5f161261db22d400e495676f","sha256:ce4e3d2d7811596301c1d1deb18c23e993a33cd5ec672ada05bfea3dd2654dc2"]}],"invalid_events":[],"applied_event_ids":["sha256:ae0e536ea86dc5cdf04fb9ee23c9212dda983b3bd040ea05ca3da3610ad0f9e3","sha256:e2e494becb2f4258a69cdcbbe2b6218d54c176f999d2ff8f66db38d46088f48e"],"state_sha256":"b890f53be7f68db3e157ec5898aa7ed045aaa9b445b66610eb82d34f09ba56ec"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gcn5kXPmLZhiBebRi8E2/4PcQLel2pxWhuVgSmtYMZUC2mNJw10tISaauOdqBCod3abnqCtO/0fJIdcHBh+QAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T13:24:17.629796Z","bundle_sha256":"64b1b044bf2b6218070601226f4bc916213c4a1a212d4ca093b476f362ee9c57"}}