{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:D6X6CACO5ZR4O7JOWHL7JGTP7D","short_pith_number":"pith:D6X6CACO","canonical_record":{"source":{"id":"2510.16380","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-10-18T07:34:31Z","cross_cats_sorted":["cs.AI","cs.CY","cs.HC","cs.LG"],"title_canon_sha256":"7f2dbbaa77805c9ec316c48f285d59e797cedb67134625e57f8b11928a8a5bf7","abstract_canon_sha256":"5a691dff05e259c7b28d18e7d5ce9a100506fb5f94db0f6918c0dbfed28be35f"},"schema_version":"1.0"},"canonical_sha256":"1fafe1004eee63c77d2eb1d7f49a6ff8cec12eebed1501469cb528e22a7fd20f","source":{"kind":"arxiv","id":"2510.16380","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2510.16380","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"arxiv_version","alias_value":"2510.16380v2","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.16380","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"pith_short_12","alias_value":"D6X6CACO5ZR4","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"pith_short_16","alias_value":"D6X6CACO5ZR4O7JO","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"pith_short_8","alias_value":"D6X6CACO","created_at":"2026-06-12T01:08:17Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:D6X6CACO5ZR4O7JOWHL7JGTP7D","target":"record","payload":{"canonical_record":{"source":{"id":"2510.16380","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-10-18T07:34:31Z","cross_cats_sorted":["cs.AI","cs.CY","cs.HC","cs.LG"],"title_canon_sha256":"7f2dbbaa77805c9ec316c48f285d59e797cedb67134625e57f8b11928a8a5bf7","abstract_canon_sha256":"5a691dff05e259c7b28d18e7d5ce9a100506fb5f94db0f6918c0dbfed28be35f"},"schema_version":"1.0"},"canonical_sha256":"1fafe1004eee63c77d2eb1d7f49a6ff8cec12eebed1501469cb528e22a7fd20f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-12T01:08:17.289762Z","signature_b64":"7+Y8GUHGfCwbj00zbJehictuyzfqDzgMYiXCyesJxybzhMW8o1VL+w0FuBtIKF3nTFVTb2Pyh7E5q+ULhW6uBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1fafe1004eee63c77d2eb1d7f49a6ff8cec12eebed1501469cb528e22a7fd20f","last_reissued_at":"2026-06-12T01:08:17.288722Z","signature_status":"signed_v1","first_computed_at":"2026-06-12T01:08:17.288722Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2510.16380","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-12T01:08:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rtnXVH0HR/Kw/IdVMjpQWRnBNij2crbhsa5sRPYVVDswkp7nODPhSsRIvKNJotLbFxN0Bs+nAqrzwPSBNTADAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-20T20:26:34.325502Z"},"content_sha256":"bd384e28a4c66a7ea21664f42d49720f6a8cbb77ebc57ec2099f575385f81b54","schema_version":"1.0","event_id":"sha256:bd384e28a4c66a7ea21664f42d49720f6a8cbb77ebc57ec2099f575385f81b54"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:D6X6CACO5ZR4O7JOWHL7JGTP7D","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"MoReBench: Evaluating Procedural and Pluralistic Moral Reasoning in Language Models, More than Outcomes","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CY","cs.HC","cs.LG"],"primary_cat":"cs.CL","authors_text":"Bing Liu, Brandon Handoko, Chen Bo Calvin Zhang, Christina Q Knight, Conor Downey, Florence Bacus, Harry R. Lloyd, Mantas Mazeika, Michael S. Lee, Mitchell L Gordon, Paula Rodriguez, Paul de Font-Reaulx, Rachel Calcott, Rapha\\\"el Milli\\`ere, Sydney Levine, Udari Madhushani Sehwag, Yash Maurya, Yejin Choi, Yu Ying Chiu, Ziwen Han","submitted_at":"2025-10-18T07:34:31Z","abstract_excerpt":"As AI systems progress, we rely more on them to make decisions with us and for us. To ensure that such decisions are aligned with human values, it is imperative for us to understand not only what decisions they make but also how they come to those decisions. Reasoning language models, which provide both final responses and (partially transparent) intermediate thinking traces, present a timely opportunity to study AI procedural reasoning. Unlike math and code problems which often have objectively correct answers, moral dilemmas are an excellent testbed for process-focused evaluation because the"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.16380","kind":"arxiv","version":2},"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/2510.16380/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":"2026-06-12T01:08:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nkPDAd/5ZruVlFndXXd3hLryxeJgI0vhApQ6CpkrVK/RmtbPyguRgC7UH4W3QYiTiAfjx2/RyXBhRTfNOBVoCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-20T20:26:34.325894Z"},"content_sha256":"18d080d1575a31824e16c5ff27a637b28d4d8c5ccc3bcf3fae0e5bd66a82f633","schema_version":"1.0","event_id":"sha256:18d080d1575a31824e16c5ff27a637b28d4d8c5ccc3bcf3fae0e5bd66a82f633"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/D6X6CACO5ZR4O7JOWHL7JGTP7D/bundle.json","state_url":"https://pith.science/pith/D6X6CACO5ZR4O7JOWHL7JGTP7D/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/D6X6CACO5ZR4O7JOWHL7JGTP7D/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":"2026-06-20T20:26:34Z","links":{"resolver":"https://pith.science/pith/D6X6CACO5ZR4O7JOWHL7JGTP7D","bundle":"https://pith.science/pith/D6X6CACO5ZR4O7JOWHL7JGTP7D/bundle.json","state":"https://pith.science/pith/D6X6CACO5ZR4O7JOWHL7JGTP7D/state.json","well_known_bundle":"https://pith.science/.well-known/pith/D6X6CACO5ZR4O7JOWHL7JGTP7D/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:D6X6CACO5ZR4O7JOWHL7JGTP7D","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":"5a691dff05e259c7b28d18e7d5ce9a100506fb5f94db0f6918c0dbfed28be35f","cross_cats_sorted":["cs.AI","cs.CY","cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-10-18T07:34:31Z","title_canon_sha256":"7f2dbbaa77805c9ec316c48f285d59e797cedb67134625e57f8b11928a8a5bf7"},"schema_version":"1.0","source":{"id":"2510.16380","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2510.16380","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"arxiv_version","alias_value":"2510.16380v2","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.16380","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"pith_short_12","alias_value":"D6X6CACO5ZR4","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"pith_short_16","alias_value":"D6X6CACO5ZR4O7JO","created_at":"2026-06-12T01:08:17Z"},{"alias_kind":"pith_short_8","alias_value":"D6X6CACO","created_at":"2026-06-12T01:08:17Z"}],"graph_snapshots":[{"event_id":"sha256:18d080d1575a31824e16c5ff27a637b28d4d8c5ccc3bcf3fae0e5bd66a82f633","target":"graph","created_at":"2026-06-12T01:08:17Z","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/2510.16380/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As AI systems progress, we rely more on them to make decisions with us and for us. To ensure that such decisions are aligned with human values, it is imperative for us to understand not only what decisions they make but also how they come to those decisions. Reasoning language models, which provide both final responses and (partially transparent) intermediate thinking traces, present a timely opportunity to study AI procedural reasoning. Unlike math and code problems which often have objectively correct answers, moral dilemmas are an excellent testbed for process-focused evaluation because the","authors_text":"Bing Liu, Brandon Handoko, Chen Bo Calvin Zhang, Christina Q Knight, Conor Downey, Florence Bacus, Harry R. Lloyd, Mantas Mazeika, Michael S. Lee, Mitchell L Gordon, Paula Rodriguez, Paul de Font-Reaulx, Rachel Calcott, Rapha\\\"el Milli\\`ere, Sydney Levine, Udari Madhushani Sehwag, Yash Maurya, Yejin Choi, Yu Ying Chiu, Ziwen Han","cross_cats":["cs.AI","cs.CY","cs.HC","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-10-18T07:34:31Z","title":"MoReBench: Evaluating Procedural and Pluralistic Moral Reasoning in Language Models, More than Outcomes"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.16380","kind":"arxiv","version":2},"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:bd384e28a4c66a7ea21664f42d49720f6a8cbb77ebc57ec2099f575385f81b54","target":"record","created_at":"2026-06-12T01:08:17Z","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":"5a691dff05e259c7b28d18e7d5ce9a100506fb5f94db0f6918c0dbfed28be35f","cross_cats_sorted":["cs.AI","cs.CY","cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-10-18T07:34:31Z","title_canon_sha256":"7f2dbbaa77805c9ec316c48f285d59e797cedb67134625e57f8b11928a8a5bf7"},"schema_version":"1.0","source":{"id":"2510.16380","kind":"arxiv","version":2}},"canonical_sha256":"1fafe1004eee63c77d2eb1d7f49a6ff8cec12eebed1501469cb528e22a7fd20f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1fafe1004eee63c77d2eb1d7f49a6ff8cec12eebed1501469cb528e22a7fd20f","first_computed_at":"2026-06-12T01:08:17.288722Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-12T01:08:17.288722Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7+Y8GUHGfCwbj00zbJehictuyzfqDzgMYiXCyesJxybzhMW8o1VL+w0FuBtIKF3nTFVTb2Pyh7E5q+ULhW6uBg==","signature_status":"signed_v1","signed_at":"2026-06-12T01:08:17.289762Z","signed_message":"canonical_sha256_bytes"},"source_id":"2510.16380","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bd384e28a4c66a7ea21664f42d49720f6a8cbb77ebc57ec2099f575385f81b54","sha256:18d080d1575a31824e16c5ff27a637b28d4d8c5ccc3bcf3fae0e5bd66a82f633"],"state_sha256":"f419d22a4d9de0de52aed1f6c248b4d92b926be18658f51671ec844c277b6cd3"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Mgytj+Z6MiCawIn1wGBWFaMAOYw0fALWS8H989MqyoSE7AGpXA6421bUf03xo5axpndicEDbh2SYMLBGG/LeCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-20T20:26:34.328026Z","bundle_sha256":"d5ecced34c582ab434049f5ccc43890af66f14750f81d1dd005872e8ce087023"}}