{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:D4BPQ6RFATPD4KHWMFE2OYOPKD","short_pith_number":"pith:D4BPQ6RF","schema_version":"1.0","canonical_sha256":"1f02f87a2504de3e28f66149a761cf50e234a51311afb51c0f0e768a22fb2165","source":{"kind":"arxiv","id":"2410.01811","version":1},"attestation_state":"computed","paper":{"title":"Evaluating Cultural Awareness of LLMs for Yoruba, Malayalam, and English","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.CY","authors_text":"Fiifi Dawson, Raj Abhijit Dandekar, Rajat Dandekar, Sahil Pocker, Sreedath Panat, Zainab Mosunmola","submitted_at":"2024-09-14T02:21:17Z","abstract_excerpt":"Although LLMs have been extremely effective in a large number of complex tasks, their understanding and functionality for regional languages and cultures are not well studied. In this paper, we explore the ability of various LLMs to comprehend the cultural aspects of two regional languages: Malayalam (state of Kerala, India) and Yoruba (West Africa). Using Hofstede's six cultural dimensions: Power Distance (PDI), Individualism (IDV), Motivation towards Achievement and Success (MAS), Uncertainty Avoidance (UAV), Long Term Orientation (LTO), and Indulgence (IVR), we quantify the cultural awarene"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2410.01811","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CY","submitted_at":"2024-09-14T02:21:17Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"0505b5296623029306f97a70ac5fae84364390b9e23da0a42cde730a3698f1ff","abstract_canon_sha256":"71b8f9573d6925411be6e9726c62c1fa23caf8aa22261c2039893c264e9fb2f5"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:14:56.052735Z","signature_b64":"kQjxYzO8ai51XxzTkRTBzmYL1EJ/tm639H3lvGPk7MlCiNxDbjHvTcLvjwMDYj/k7OpJMslSSU0nmVB/3YInCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1f02f87a2504de3e28f66149a761cf50e234a51311afb51c0f0e768a22fb2165","last_reissued_at":"2026-07-05T09:14:56.052272Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:14:56.052272Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Evaluating Cultural Awareness of LLMs for Yoruba, Malayalam, and English","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.CY","authors_text":"Fiifi Dawson, Raj Abhijit Dandekar, Rajat Dandekar, Sahil Pocker, Sreedath Panat, Zainab Mosunmola","submitted_at":"2024-09-14T02:21:17Z","abstract_excerpt":"Although LLMs have been extremely effective in a large number of complex tasks, their understanding and functionality for regional languages and cultures are not well studied. In this paper, we explore the ability of various LLMs to comprehend the cultural aspects of two regional languages: Malayalam (state of Kerala, India) and Yoruba (West Africa). Using Hofstede's six cultural dimensions: Power Distance (PDI), Individualism (IDV), Motivation towards Achievement and Success (MAS), Uncertainty Avoidance (UAV), Long Term Orientation (LTO), and Indulgence (IVR), we quantify the cultural awarene"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.01811","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/2410.01811/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2410.01811","created_at":"2026-07-05T09:14:56.052340+00:00"},{"alias_kind":"arxiv_version","alias_value":"2410.01811v1","created_at":"2026-07-05T09:14:56.052340+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.01811","created_at":"2026-07-05T09:14:56.052340+00:00"},{"alias_kind":"pith_short_12","alias_value":"D4BPQ6RFATPD","created_at":"2026-07-05T09:14:56.052340+00:00"},{"alias_kind":"pith_short_16","alias_value":"D4BPQ6RFATPD4KHW","created_at":"2026-07-05T09:14:56.052340+00:00"},{"alias_kind":"pith_short_8","alias_value":"D4BPQ6RF","created_at":"2026-07-05T09:14:56.052340+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":1,"internal_anchor_count":0,"sample":[{"citing_arxiv_id":"2604.03493","citing_title":"Cultural Authenticity: Comparing LLM Cultural Representations to Native Human Expectations","ref_index":6,"is_internal_anchor":false}]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD","json":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD.json","graph_json":"https://pith.science/api/pith-number/D4BPQ6RFATPD4KHWMFE2OYOPKD/graph.json","events_json":"https://pith.science/api/pith-number/D4BPQ6RFATPD4KHWMFE2OYOPKD/events.json","paper":"https://pith.science/paper/D4BPQ6RF"},"agent_actions":{"view_html":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD","download_json":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD.json","view_paper":"https://pith.science/paper/D4BPQ6RF","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2410.01811&json=true","fetch_graph":"https://pith.science/api/pith-number/D4BPQ6RFATPD4KHWMFE2OYOPKD/graph.json","fetch_events":"https://pith.science/api/pith-number/D4BPQ6RFATPD4KHWMFE2OYOPKD/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD/action/timestamp_anchor","attest_storage":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD/action/storage_attestation","attest_author":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD/action/author_attestation","sign_citation":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD/action/citation_signature","submit_replication":"https://pith.science/pith/D4BPQ6RFATPD4KHWMFE2OYOPKD/action/replication_record"}},"created_at":"2026-07-05T09:14:56.052340+00:00","updated_at":"2026-07-05T09:14:56.052340+00:00"}