{"id":6037,"date":"2025-01-17T04:42:00","date_gmt":"2025-01-16T19:42:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6037"},"modified":"2025-01-17T04:42:00","modified_gmt":"2025-01-16T19:42:00","slug":"automated-self-refinement-and-self-correction-for-llm-based-product-attribute-value-extraction","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6037","title":{"rendered":"Automated Self-Refinement and Self-Correction for LLM-based Product Attribute Value Extraction"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Automated Self-Refinement and Self-Correction for LLM-based Product Attribute Value Extraction\u00a0<\/strong>[51.5]<br>\u672c\u7a3f\u3067\u306f,\u88fd\u54c1\u5c5e\u6027\u5024\u62bd\u51fa\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066,\u30a8\u30e9\u30fc\u30d9\u30fc\u30b9\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u66f8\u304d\u63db\u3048\u3068\u81ea\u5df1\u88dc\u6b63\u3068\u3044\u30462\u3064\u306e\u81ea\u5df1\u88dc\u6b63\u624b\u6cd5\u3092\u9069\u7528\u3057\u305f\u3002 \u5b9f\u9a13\u306e\u7d50\u679c\u3001\u3069\u3061\u3089\u306e\u81ea\u5df1\u88dc\u5145\u6280\u8853\u3082\u3001\u7570\u306a\u308b\u30b7\u30ca\u30ea\u30aa\u3067\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306b\u9650\u754c\u7684\u306a\u5f71\u97ff\u3057\u304b\u4e0e\u3048\u305a\u3001\u51e6\u7406\u30b3\u30b9\u30c8\u306f\u5927\u5e45\u306b\u5897\u52a0\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.01237v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.01237v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 02 Jan 2025 12:55:27 GMT)<\/li>\n\n\n\n<li>\u300cinformation extraction tasks such as extracting product attribute values from product descriptions\u300d\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066Self-refinement\u3084Self-correction\u306e\u52b9\u679c\u304c\u8584\u304f\u3001\u300cOverall, fine-tuning without self-refinement proves to be the most effective and cost-efficient approach for scenarios where attribute values need to be extracted from a large number of product descriptions.\u300d\u3068\u306e\u5831\u544a\u3002\u6709\u52b9\u306a\u3053\u3068\u3082\u591a\u3044\u30c6\u30af\u30cb\u30c3\u30af\u306a\u306e\u3067\u3001\u30bf\u30b9\u30af\u306b\u3088\u308a\u3051\u308a\u306a\u306e\u304b\u306a\u3001\u3068\u3044\u3046\u5370\u8c61\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/wbsg-uni-mannheim\/SelfRefinement4ExtractGPT\">GitHub &#8211; wbsg-uni-mannheim\/SelfRefinement4ExtractGPT: Automated Self-Refinement and Self-Correction for LLM-based Product Attribute Value Extraction<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[356],"class_list":["post-6037","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6037"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6037\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}