{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/multilingual-and-multi-aspect-hate-speech","title":"Multilingual and Multi-Aspect Hate Speech Analysis","arxiv_id":"1908.11049","date":"2019-08-29","proceeding":"IJCNLP 2019 11","authors":["Nedjma Ousidhoum","Zizheng Lin","Hongming Zhang","Yangqiu Song","Dit-yan Yeung"],"abstract":"Current research on hate speech analysis is typically oriented towards monolingual and single classification tasks. In this paper, we present a new multilingual multi-aspect hate speech analysis dataset and use it to test the current state-of-the-art multilingual multitask learning approaches. We evaluate our dataset in various classification settings, then we discuss how to leverage our annotations in order to improve hate speech detection and classification in general.","url_abs":"https://arxiv.org/abs/1908.11049v1","url_pdf":"https://arxiv.org/pdf/1908.11049v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"multilingual-and-multi-aspect-hate-speech","repo_url":"https://github.com/HKUST-KnowComp/MLMA_hate_speech","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"hate-speech-detection","task_name":"Hate Speech Detection"}],"methods":[],"datasets_introduced":[{"slug":"mlma-hate-speech","name":"MLMA Hate Speech","full_name":""}],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1908.11049","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1908.11049"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/HKUST-KnowComp/MLMA_hate_speech","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"unverified":3},"by_repo_kind":{"official":{"samples":3,"ran":0,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"39e72fcd46e13ae7","entry":"average_by_lang","repo":"HKUST-KnowComp/MLMA_hate_speech","repo_kind":"official","path":"utils.py","file_url":"https://github.com/HKUST-KnowComp/MLMA_hate_speech/blob/HEAD/utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"39e72fcd46e13ae7"}},{"code_sha256_prefix":"b9dc684676b94290","entry":"average_by_task","repo":"HKUST-KnowComp/MLMA_hate_speech","repo_kind":"official","path":"utils.py","file_url":"https://github.com/HKUST-KnowComp/MLMA_hate_speech/blob/HEAD/utils.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b9dc684676b94290"}},{"code_sha256_prefix":"bfe8c53bc293a85f","entry":"clean_text","repo":"HKUST-KnowComp/MLMA_hate_speech","repo_kind":"official","path":"annotated_data_processing.py","file_url":"https://github.com/HKUST-KnowComp/MLMA_hate_speech/blob/HEAD/annotated_data_processing.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bfe8c53bc293a85f"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}