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The idea is to create a short, one-sentence news summary\nanswering the question \"What is the article about?\". We collect a real-world,\nlarge-scale dataset for this task by harvesting online articles from the\nBritish Broadcasting Corporation (BBC). We propose a novel abstractive model\nwhich is conditioned on the article's topics and based entirely on\nconvolutional neural networks. We demonstrate experimentally that this\narchitecture captures long-range dependencies in a document and recognizes\npertinent content, outperforming an oracle extractive system and\nstate-of-the-art abstractive approaches when evaluated automatically and by\nhumans.","url_abs":"http://arxiv.org/abs/1808.08745v1","url_pdf":"http://arxiv.org/pdf/1808.08745v1.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":"dont-give-me-the-details-just-the-summary","repo_url":"https://github.com/shashiongithub/XSum","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"dont-give-me-the-details-just-the-summary","repo_url":"https://github.com/EdinburghNLP/XSum","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"dont-give-me-the-details-just-the-summary","repo_url":"https://github.com/pltrdy/extoracle_summarization","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"articles","task_name":"Articles"},{"task_slug":"document-summarization","task_name":"Document Summarization"},{"task_slug":"extreme-summarization","task_name":"Extreme Summarization"},{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"text-summarization","task_name":"Text Summarization"}],"methods":[],"datasets_introduced":[{"slug":"xsum","name":"XSum","full_name":null}],"methods_introduced":[],"results":[{"leaderboard":"/sota/text-summarization-on-x-sum","task":"Text Summarization","dataset":"X-Sum","model":"T-ConvS2S","rank_in_archive_order":9,"of":18,"metrics":{"ROUGE-1":"31.89","ROUGE-2":"11.54","ROUGE-3":"25.75"},"uses_additional_data":false},{"leaderboard":"/sota/text-summarization-on-x-sum","task":"Text Summarization","dataset":"X-Sum","model":"Baseline : Extractive Oracle","rank_in_archive_order":10,"of":18,"metrics":{"ROUGE-1":"29.79","ROUGE-2":"8.81","ROUGE-3":"22.66"},"uses_additional_data":false},{"leaderboard":"/sota/text-summarization-on-x-sum","task":"Text Summarization","dataset":"X-Sum","model":"PtGen","rank_in_archive_order":11,"of":18,"metrics":{"ROUGE-1":"29.70","ROUGE-2":"9.21","ROUGE-3":"23.24"},"uses_additional_data":false},{"leaderboard":"/sota/text-summarization-on-x-sum","task":"Text Summarization","dataset":"X-Sum","model":"Seq2Seq","rank_in_archive_order":12,"of":18,"metrics":{"ROUGE-1":"28.42","ROUGE-2":"8.77","ROUGE-3":"22.48"},"uses_additional_data":false},{"leaderboard":"/sota/text-summarization-on-x-sum","task":"Text Summarization","dataset":"X-Sum","model":"PtGen-Covg","rank_in_archive_order":13,"of":18,"metrics":{"ROUGE-1":"28.10","ROUGE-2":"8.02","ROUGE-3":"21.72"},"uses_additional_data":false},{"leaderboard":"/sota/text-summarization-on-x-sum","task":"Text Summarization","dataset":"X-Sum","model":"Baseline : Lead-3","rank_in_archive_order":14,"of":18,"metrics":{"ROUGE-1":"16.30","ROUGE-2":"1.60","ROUGE-3":"11.95"},"uses_additional_data":false},{"leaderboard":"/sota/text-summarization-on-x-sum","task":"Text Summarization","dataset":"X-Sum","model":"Baseline : Random","rank_in_archive_order":15,"of":18,"metrics":{"ROUGE-1":"15.16","ROUGE-2":"1.78","ROUGE-3":"11.27"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1808.08745","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1808.08745"}},"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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