{"id":4973,"date":"2024-06-14T03:55:00","date_gmt":"2024-06-13T18:55:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4973"},"modified":"2024-06-14T03:55:00","modified_gmt":"2024-06-13T18:55:00","slug":"improving-in-context-learning-with-prediction-feedback-for-sentiment-analysis","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4973","title":{"rendered":"Improving In-Context Learning with Prediction Feedback for Sentiment Analysis"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Improving In-Context Learning with Prediction Feedback for Sentiment Analysis\u00a0<\/strong>[45.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u6587\u8108\u5185\u5b66\u7fd2(ICL)\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u901a\u3058\u3066\u611f\u60c5\u5206\u6790\u306b\u304a\u3044\u3066\u6709\u671b\u306a\u7d50\u679c\u3092\u5f97\u305f\u3002 \u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u308b\u7406\u89e3\u306e\u8abf\u6574\u80fd\u529b\u306b\u30a4\u30f3\u30b9\u30d1\u30a4\u30a2\u3055\u308c\u305f\u672c\u8ad6\u6587\u306f,\u4e8b\u524d\u306e\u4e88\u6e2c\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d6\u308a\u5165\u308c\u305fICL\u3092\u5f37\u5316\u3059\u308b\u3002 9\u3064\u306e\u611f\u60c5\u5206\u6790\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3088\u308b\u5b9f\u9a13\u7d50\u679c\u304b\u3089,\u5f93\u6765\u306eICL\u6cd5\u3088\u308a\u3082\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u793a\u3055\u308c,\u5e73\u5747F1\u6539\u5584\u7387\u306f5.95%\u3068\u306a\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2406.02911v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2406.02911v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 05 Jun 2024 04:04:08 GMT)<\/li>\n\n\n\n<li>\u300c(1) acquiring prior predictions of LLMs, (2) devising predictive feedback based on correctness, and (3) leveraging a feedbackdriven prompt to refine sentiment understanding.\u300d\u3068\u3001\u5b9f\u5229\u7528\u6642\u306b\u300c\u4e88\u6e2c\u7d50\u679c\u3078\u306eFeedback\u4ed8\u304d\u306e\u30c7\u30fc\u30bf\u300d\u3092\u5165\u308cICL\u3092\u884c\u3046\u3053\u3068\u3067\u6027\u80fd\u3092\u6539\u5584\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/HITSZ-HLT\/Feedback-ICL?tab=readme-ov-file#english-version\">GitHub &#8211; HITSZ-HLT\/Feedback-ICL<\/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":[200],"class_list":["post-4973","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-in-context-learning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4973","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=4973"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4973\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4973"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4973"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4973"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}