{"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/open4business-o4b-an-open-access-dataset-for","title":"Open4Business(O4B): An Open Access Dataset for Summarizing Business Documents","arxiv_id":"2011.07636","date":"2020-11-15","proceeding":null,"authors":["Amanpreet Singh","Niranjan Balasubramanian"],"abstract":"A major challenge in fine-tuning deep learning models for automatic summarization is the need for large domain specific datasets. One of the barriers to curating such data from resources like online publications is navigating the license regulations applicable to their re-use, especially for commercial purposes. As a result, despite the availability of several business journals there are no large scale datasets for summarizing business documents. In this work, we introduce Open4Business(O4B),a dataset of 17,458 open access business articles and their reference summaries. The dataset introduces a new challenge for summarization in the business domain, requiring highly abstractive and more concise summaries as compared to other existing datasets. Additionally, we evaluate existing models on it and consequently show that models trained on O4B and a 7x larger non-open access dataset achieve comparable performance on summarization. We release the dataset, along with the code which can be leveraged to similarly gather data for multiple domains.","url_abs":"https://arxiv.org/abs/2011.07636v3","url_pdf":"https://arxiv.org/pdf/2011.07636v3.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":"open4business-o4b-an-open-access-dataset-for","repo_url":"https://github.com/amanpreet692/Open4Business","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"articles","task_name":"Articles"}],"methods":[],"datasets_introduced":[{"slug":"o4b","name":"O4B","full_name":"Open4Business"}],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2011.07636","atlas_url":"https://app.syntology.ai/?focus=2011.07636","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2011.07636"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+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":"deterministic:regex_extraction","url":"https://github.com/amanpreet692/Open4Business","reach":null}],"summary":{"ran_draft_wrong":3},"by_repo_kind":{"official":{"samples":3,"ran":3,"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":"9a01e49dcdf3e06d","entry":"get_journals_from_csv","repo":"amanpreet692/Open4Business","repo_kind":"official","path":"dataset_utils.py","file_url":"https://github.com/amanpreet692/Open4Business/blob/HEAD/dataset_utils.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9a01e49dcdf3e06d"}},{"code_sha256_prefix":"5e027425e8484f78","entry":"init_logger","repo":"amanpreet692/Open4Business","repo_kind":"official","path":"dataset_utils.py","file_url":"https://github.com/amanpreet692/Open4Business/blob/HEAD/dataset_utils.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5e027425e8484f78"}},{"code_sha256_prefix":"5c9d8429381ebdb2","entry":"pre_process","repo":"amanpreet692/Open4Business","repo_kind":"official","path":"dataset_utils.py","file_url":"https://github.com/amanpreet692/Open4Business/blob/HEAD/dataset_utils.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5c9d8429381ebdb2"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}