{"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/openal-evaluation-and-interpretation-of","title":"OpenAL: Evaluation and Interpretation of Active Learning Strategies","arxiv_id":"2304.05246","date":"2023-04-11","proceeding":null,"authors":["W. Jonas","A. Abraham","L. Dreyfus-Schmidt"],"abstract":"Despite the vast body of literature on Active Learning (AL), there is no comprehensive and open benchmark allowing for efficient and simple comparison of proposed samplers. 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Last but not least, practitioners can easily extend the benchmark by submitting their own AL samplers.","url_abs":"https://arxiv.org/abs/2304.05246v1","url_pdf":"https://arxiv.org/pdf/2304.05246v1.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":"openal-evaluation-and-interpretation-of","repo_url":"https://github.com/dataiku-research/openal","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"active-learning","task_name":"Active Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2304.05246","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2304.05246"}},"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. 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