{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WG5FI4YTJCIYLM5ZXDC7MTFQWW","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":"1fa5518673247b3f160b6bb6a462615de7faee2ccb3154a63bce4e0c28556671","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-14T12:39:39Z","title_canon_sha256":"68b1df7ea9b4ac68c7f70a44789b50c36554182187572657f1a20ada740032b7"},"schema_version":"1.0","source":{"id":"2406.09977","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.09977","created_at":"2026-07-05T08:32:02Z"},{"alias_kind":"arxiv_version","alias_value":"2406.09977v1","created_at":"2026-07-05T08:32:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.09977","created_at":"2026-07-05T08:32:02Z"},{"alias_kind":"pith_short_12","alias_value":"WG5FI4YTJCIY","created_at":"2026-07-05T08:32:02Z"},{"alias_kind":"pith_short_16","alias_value":"WG5FI4YTJCIYLM5Z","created_at":"2026-07-05T08:32:02Z"},{"alias_kind":"pith_short_8","alias_value":"WG5FI4YT","created_at":"2026-07-05T08:32:02Z"}],"graph_snapshots":[{"event_id":"sha256:4120b80ad8f77ffa524fce800a3394d1169fe8f9683aa5f0e630e8696df1eb2c","target":"graph","created_at":"2026-07-05T08:32:02Z","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/2406.09977/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Dialects introduce syntactic and lexical variations in language that occur in regional or social groups. Most NLP methods are not sensitive to such variations. This may lead to unfair behavior of the methods, conveying negative bias towards dialect speakers. While previous work has studied dialect-related fairness for aspects like hate speech, other aspects of biased language, such as lewdness, remain fully unexplored. To fill this gap, we investigate performance disparities between dialects in the detection of five aspects of biased language and how to mitigate them. To alleviate bias, we pre","authors_text":"Henning Wachsmuth, Maximilian Splieth\\\"over, Sai Nikhil Menon","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-14T12:39:39Z","title":"Disentangling Dialect from Social Bias via Multitask Learning to Improve Fairness"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.09977","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":"sha256:6ccb4d3675581f8d7eeb6db4f5d2519411427a508705fa76218f80a3c1084a32","target":"record","created_at":"2026-07-05T08:32:02Z","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":"1fa5518673247b3f160b6bb6a462615de7faee2ccb3154a63bce4e0c28556671","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-14T12:39:39Z","title_canon_sha256":"68b1df7ea9b4ac68c7f70a44789b50c36554182187572657f1a20ada740032b7"},"schema_version":"1.0","source":{"id":"2406.09977","kind":"arxiv","version":1}},"canonical_sha256":"b1ba547313489185b3b9b8c5f64cb0b5a454114fd0a7f8efa02e67fe55becf68","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b1ba547313489185b3b9b8c5f64cb0b5a454114fd0a7f8efa02e67fe55becf68","first_computed_at":"2026-07-05T08:32:02.699694Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:32:02.699694Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AueUu8JFNGdNZyq0XnhGp1BVQ0mWlMJon2OR1dJbZpuIMw6CoX7vpVvMuweEfsGeYrYV1QZ8bnuzTIxvgfv4Cw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:32:02.700199Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.09977","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6ccb4d3675581f8d7eeb6db4f5d2519411427a508705fa76218f80a3c1084a32","sha256:4120b80ad8f77ffa524fce800a3394d1169fe8f9683aa5f0e630e8696df1eb2c"],"state_sha256":"ec0432a29557ff29295d619818bb552c24535e6c48b23e0431f522eb3f3a45b0"}