{"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/a-better-variant-of-self-critical-sequence","title":"A Better Variant of Self-Critical Sequence Training","arxiv_id":"2003.09971","date":"2020-03-22","proceeding":null,"authors":["Ruotian Luo"],"abstract":"In this work, we present a simple yet better variant of Self-Critical Sequence Training. We make a simple change in the choice of baseline function in REINFORCE algorithm. The new baseline can bring better performance with no extra cost, compared to the greedy decoding baseline.","url_abs":"https://arxiv.org/abs/2003.09971v2","url_pdf":"https://arxiv.org/pdf/2003.09971v2.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":"a-better-variant-of-self-critical-sequence","repo_url":"https://github.com/ruotianluo/self-critical.pytorch","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"unanswered"}}],"tasks":[{"task_slug":"image-captioning","task_name":"Image Captioning"}],"methods":[{"method_slug":"reinforce","method_name":"REINFORCE"}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/image-captioning-on-coco-captions","task":"Image Captioning","dataset":"COCO Captions","model":"Transformer_NSC","rank_in_archive_order":24,"of":41,"metrics":{"BLEU-1":"80.7","BLEU-2":"65.6","BLEU-3":"51.3","BLEU-4":"39.4","CIDER":"129.6","METEOR":"28.9","ROUGE-L":"58.7","SPICE":"22.8"},"uses_additional_data":false}],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=2003.09971","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}