{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:LNXIDJQTOKRSKYBPFNWI5O74SF","short_pith_number":"pith:LNXIDJQT","canonical_record":{"source":{"id":"2411.08504","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-13T10:42:11Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"e0afacfb6d029d426567c0455dc2190542b920f269defb9e605ff2a3854abeab","abstract_canon_sha256":"ba375d74848235b4d8cbe87ae830831e494134b2333784485043a4ad9ca4f684"},"schema_version":"1.0"},"canonical_sha256":"5b6e81a61372a325602f2b6c8ebbfc91678004ba5ccf0091b092bb3dc3a2e8d4","source":{"kind":"arxiv","id":"2411.08504","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.08504","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"arxiv_version","alias_value":"2411.08504v2","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.08504","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"pith_short_12","alias_value":"LNXIDJQTOKRS","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"pith_short_16","alias_value":"LNXIDJQTOKRSKYBP","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"pith_short_8","alias_value":"LNXIDJQT","created_at":"2026-07-05T09:35:15Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:LNXIDJQTOKRSKYBPFNWI5O74SF","target":"record","payload":{"canonical_record":{"source":{"id":"2411.08504","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-13T10:42:11Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"e0afacfb6d029d426567c0455dc2190542b920f269defb9e605ff2a3854abeab","abstract_canon_sha256":"ba375d74848235b4d8cbe87ae830831e494134b2333784485043a4ad9ca4f684"},"schema_version":"1.0"},"canonical_sha256":"5b6e81a61372a325602f2b6c8ebbfc91678004ba5ccf0091b092bb3dc3a2e8d4","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:35:15.111133Z","signature_b64":"K3ODkg8rbLvjNkogLS7tg09CgJ2fwfbhmV2zkTZyYv6ouWN/8cfCYDom/oauXxBRUmZENRhO0ryLAcCF/G9eCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5b6e81a61372a325602f2b6c8ebbfc91678004ba5ccf0091b092bb3dc3a2e8d4","last_reissued_at":"2026-07-05T09:35:15.110687Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:35:15.110687Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.08504","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":"2026-07-05T09:35:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gO+GmssW3SDz3+rWOSvSAvcwlRxWbbME9VlCNctJ34h1nXNSoQIUfknG3BYqQSY/f/99BlNkj4K7w/7dp2zGDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T06:17:45.465469Z"},"content_sha256":"0571780fd40a9d022a222f3c2b90ef9c71af108328f19c8c41ef9d3b5db794b7","schema_version":"1.0","event_id":"sha256:0571780fd40a9d022a222f3c2b90ef9c71af108328f19c8c41ef9d3b5db794b7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:LNXIDJQTOKRSKYBPFNWI5O74SF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards Objective and Unbiased Decision Assessments with LLM-Enhanced Hierarchical Attention Networks","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Junhua Liu, Kwan Hui Lim, Roy Ka-Wei Lee","submitted_at":"2024-11-13T10:42:11Z","abstract_excerpt":"How objective and unbiased are we while making decisions? This work investigates cognitive bias identification in high-stake decision making process by human experts, questioning its effectiveness in real-world settings, such as candidates assessments for university admission. We begin with a statistical analysis assessing correlations among different decision points among in the current process, which discovers discrepancies that imply cognitive bias and inconsistency in decisions. This motivates our exploration of bias-aware AI-augmented workflow that surpass human judgment. We propose BGM-H"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.08504","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/2411.08504/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":"2026-07-05T09:35:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Y4d7szcn/LQqh51hRwCrgbzBTkcnOOLUhuDHgluQZTFtRZTRKaZuVKBDF1A1chA653Z+Z39UxPGaK+LTD/qQDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T06:17:45.466097Z"},"content_sha256":"f6b75dc6a7a49b77fc79de1a511ebe59c491d56eb067935afa02c11d8769c28a","schema_version":"1.0","event_id":"sha256:f6b75dc6a7a49b77fc79de1a511ebe59c491d56eb067935afa02c11d8769c28a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/LNXIDJQTOKRSKYBPFNWI5O74SF/bundle.json","state_url":"https://pith.science/pith/LNXIDJQTOKRSKYBPFNWI5O74SF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/LNXIDJQTOKRSKYBPFNWI5O74SF/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":"2026-08-15T06:17:45Z","links":{"resolver":"https://pith.science/pith/LNXIDJQTOKRSKYBPFNWI5O74SF","bundle":"https://pith.science/pith/LNXIDJQTOKRSKYBPFNWI5O74SF/bundle.json","state":"https://pith.science/pith/LNXIDJQTOKRSKYBPFNWI5O74SF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/LNXIDJQTOKRSKYBPFNWI5O74SF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:LNXIDJQTOKRSKYBPFNWI5O74SF","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":"ba375d74848235b4d8cbe87ae830831e494134b2333784485043a4ad9ca4f684","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-13T10:42:11Z","title_canon_sha256":"e0afacfb6d029d426567c0455dc2190542b920f269defb9e605ff2a3854abeab"},"schema_version":"1.0","source":{"id":"2411.08504","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.08504","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"arxiv_version","alias_value":"2411.08504v2","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.08504","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"pith_short_12","alias_value":"LNXIDJQTOKRS","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"pith_short_16","alias_value":"LNXIDJQTOKRSKYBP","created_at":"2026-07-05T09:35:15Z"},{"alias_kind":"pith_short_8","alias_value":"LNXIDJQT","created_at":"2026-07-05T09:35:15Z"}],"graph_snapshots":[{"event_id":"sha256:f6b75dc6a7a49b77fc79de1a511ebe59c491d56eb067935afa02c11d8769c28a","target":"graph","created_at":"2026-07-05T09:35:15Z","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/2411.08504/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"How objective and unbiased are we while making decisions? This work investigates cognitive bias identification in high-stake decision making process by human experts, questioning its effectiveness in real-world settings, such as candidates assessments for university admission. We begin with a statistical analysis assessing correlations among different decision points among in the current process, which discovers discrepancies that imply cognitive bias and inconsistency in decisions. This motivates our exploration of bias-aware AI-augmented workflow that surpass human judgment. We propose BGM-H","authors_text":"Junhua Liu, Kwan Hui Lim, Roy Ka-Wei Lee","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-13T10:42:11Z","title":"Towards Objective and Unbiased Decision Assessments with LLM-Enhanced Hierarchical Attention Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.08504","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":"sha256:0571780fd40a9d022a222f3c2b90ef9c71af108328f19c8c41ef9d3b5db794b7","target":"record","created_at":"2026-07-05T09:35:15Z","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":"ba375d74848235b4d8cbe87ae830831e494134b2333784485043a4ad9ca4f684","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-13T10:42:11Z","title_canon_sha256":"e0afacfb6d029d426567c0455dc2190542b920f269defb9e605ff2a3854abeab"},"schema_version":"1.0","source":{"id":"2411.08504","kind":"arxiv","version":2}},"canonical_sha256":"5b6e81a61372a325602f2b6c8ebbfc91678004ba5ccf0091b092bb3dc3a2e8d4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5b6e81a61372a325602f2b6c8ebbfc91678004ba5ccf0091b092bb3dc3a2e8d4","first_computed_at":"2026-07-05T09:35:15.110687Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:35:15.110687Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"K3ODkg8rbLvjNkogLS7tg09CgJ2fwfbhmV2zkTZyYv6ouWN/8cfCYDom/oauXxBRUmZENRhO0ryLAcCF/G9eCg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:35:15.111133Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.08504","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0571780fd40a9d022a222f3c2b90ef9c71af108328f19c8c41ef9d3b5db794b7","sha256:f6b75dc6a7a49b77fc79de1a511ebe59c491d56eb067935afa02c11d8769c28a"],"state_sha256":"9551fd8757c66d05b6998d8350e02e39d0ea52b8dba061acb33f29dbeb159906"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+ZGYlSu767K6tNxwnJ1wcIW8QXT7faZ+2MQBUim2i0OHalUBW0ZjCHydNuSbmgWV4AFREf1hbpWG64XFllSaDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T06:17:45.471092Z","bundle_sha256":"9edd95395601ce07c9e5443e023a7e96a02e4135f4811d628d8eff6e0817e6b2"}}