{"id":690,"date":"2024-07-14T13:12:09","date_gmt":"2024-07-14T05:12:09","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=690"},"modified":"2024-07-19T14:40:30","modified_gmt":"2024-07-19T06:40:30","slug":"202407%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-23%e7%ba%a7%e5%bc%a0%e5%b8%85%e5%ae%87-selective-prompting-tuning-for-personalized-conversations-with-llms","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202407%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-23%e7%ba%a7%e5%bc%a0%e5%b8%85%e5%ae%87-selective-prompting-tuning-for-personalized-conversations-with-llms\/","title":{"rendered":"202407 \u8bba\u6587\u7814\u8bfb-Selective Prompting Tuning for Personalized Conversations with LLMs"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aQiushi Huang, Xubo Liu, Tom Ko, Bo Wu, Wenwu Wang, Yu Zhang, Lilian Tang<br>\u5355\u4f4d\uff1aarXiv<br>Accepted to ACL 2024 findings<br>\u65f6\u95f4\uff1a 2024\u5e746\u670826\u65e5<\/p>\n\n\n\n<p class=\"has-large-font-size\">\u4e00\u3001\u4e3b\u8981\u5185\u5bb9<\/p>\n\n\n\n<p>\u5728\u5bf9\u8bdd\u5f0f\u4eba\u5de5\u667a\u80fd\u4e2d\uff0c\u4e2a\u6027\u5316\u5bf9\u8bdd\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u672c\u6587\u7814\u7a76\u4e86\u4e24\u79cd\u5e38\u89c1\u7684\u4e2a\u6027\u5316\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u65b9\u6cd5\uff1a\u6587\u672c\u63d0\u793a\u548c\u76f4\u63a5\u5fae\u8c03\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u6587\u672c\u63d0\u793a\u901a\u5e38\u96be\u4ee5\u751f\u6210\u4e0e\u6570\u636e\u96c6\u4e2d\u7684\u771f\u5b9e\u6570\u636e\u76f8\u4f3c\u7684\u54cd\u5e94\uff0c\u800c\u76f4\u63a5\u5fae\u8c03\u5219\u5bb9\u6613\u4ea7\u751f\u91cd\u590d\u6216\u8fc7\u4e8e\u901a\u7528\u7684\u56de\u590d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u9009\u62e9\u6027\u63d0\u793a\u8c03\u4f18\uff08SPT\uff09\uff0c\u5b83\u901a\u8fc7\u9009\u62e9\u5408\u9002\u7684\u8f6f\u63d0\u793a\u6765\u5b9e\u73b0\u4e2a\u6027\u5316\u5bf9\u8bdd\u3002\u672c\u6587\u63d0\u51fa\u4e00\u4e0b\uff1a<br>1.\u63d0\u51faSPT\u65b9\u6cd5\uff1a\u901a\u8fc7\u96c6\u6210\u53ef\u8bad\u7ec3\u7684\u5bc6\u96c6\u68c0\u7d22\u5668\u548c\u52a8\u6001\u8f6f\u63d0\u793a\u9009\u62e9\uff0cSPT\u65b9\u6cd5\u63d0\u9ad8\u4e86\u5bf9\u8bdd\u7684\u4e2a\u6027\u5316\u548c\u591a\u6837\u6027\u3002<br>2.\u5f15\u5165\u5bf9\u6bd4\u5b66\u4e60\u548c\u63d0\u793a\u878d\u5408\u5b66\u4e60\uff1a\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\u5185\u5f15\u5165\u4e86\u4e0a\u4e0b\u6587\u63d0\u793a\u5bf9\u6bd4\u673a\u5236\u548c\u63d0\u793a\u878d\u5408\u5b66\u4e60\uff0c\u4ee5\u4fc3\u8fdb\u63d0\u793a\u591a\u6837\u6027\u548c\u9002\u5e94\u6027\u3002<br>3.\u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u5728CONVAI2\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0cSPT\u65b9\u6cd5\u5728\u54cd\u5e94\u591a\u6837\u6027\u548c\u4e92\u52a8\u6027\u4e0a\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"has-large-font-size\">\u4e8c\u3001\u65b9\u6cd5<\/p>\n\n\n\n<p class=\"has-large-font-size\">\u6574\u4f53\u6846\u67b6\uff1a<\/p>\n\n\n\n<p>\u8f6f\u63d0\u793a\u7ec4 (Soft Prompt Group)\uff1a\u4e00\u7ec4\u968f\u673a\u521d\u59cb\u5316\u7684\u8f6f\u63d0\u793a\uff0c\u7528\u4e8e\u751f\u6210\u4e2a\u6027\u5316\u56de\u590d\u3002\u6bcf\u4e2a\u8f6f\u63d0\u793a\u7531 \ud835\udc3f\u00d7\ud835\udc37\u4e2a\u865a\u62df\u4ee4\u724c\u7ec4\u6210<br>\u5bc6\u96c6\u68c0\u7d22\u5668 (Dense Retriever)\uff1a\u6839\u636e\u8f93\u5165\u4e0a\u4e0b\u6587\u9009\u62e9\u6700\u5408\u9002\u7684\u8f6f\u63d0\u793a\u3002<br>\u51bb\u7ed3\u7684LLM (Frozen LLM)\uff1a\u4f7f\u7528\u51bb\u7ed3\u7684LLM\u751f\u6210\u6700\u7ec8\u56de\u590d\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u51cf\u5c11\u5185\u5b58\u5360\u7528\u548c\u8bad\u7ec3\u8d44\u6e90\u3002LLM\u7684\u6743\u91cd\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4e0d\u53d8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" 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https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-8-300x49.png 300w\" sizes=\"auto, (max-width: 422px) 100vw, 422px\" \/><\/figure>\n\n\n\n<p>\u5728\u63a8\u65ad\u9636\u6bb5\uff0c\u6839\u636e\u8f93\u5165\u4e0a\u4e0b\u6587\u9009\u62e9\u6700\u5408\u9002\u7684\u8f6f\u63d0\u793a\uff0c\u5e76\u751f\u6210\u6700\u7ec8\u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"351\" height=\"78\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-9.png\" alt=\"\" class=\"wp-image-700\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-9.png 351w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-9-300x67.png 300w\" sizes=\"auto, (max-width: 351px) 100vw, 351px\" \/><\/figure>\n\n\n\n<p class=\"has-large-font-size\">\u4e09\u3001\u5b9e\u9a8c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"230\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-10-1024x230.png\" alt=\"\" class=\"wp-image-701\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-10-1024x230.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-10-300x67.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-10-768x172.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-10.png 1122w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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SPT\uff09\u65b9\u6cd5\uff0c\u901a\u8fc7\u96c6\u6210\u53ef\u8bad\u7ec3\u7684\u5bc6\u96c6\u68c0\u7d22\u5668\u548c\u52a8\u6001\u8f6f\u63d0\u793a\u9009\u62e9\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u4e2a\u6027\u5316\u5bf9\u8bdd\u751f\u6210\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>SPT\u6280\u672f\u901a\u8fc7\u521d\u59cb\u5316\u4e00\u7ec4\u8f6f\u63d0\u793a\uff08soft prompts\uff09\uff0c\u5e76\u4f7f\u7528\u53ef\u8bad\u7ec3\u7684\u5bc6\u96c6\u68c0\u7d22\u5668\uff08dense retriever\uff09\u6839\u636e\u8f93\u5165\u4e0a\u4e0b\u6587\u81ea\u9002\u5e94\u5730\u9009\u62e9\u5408\u9002\u7684\u8f6f\u63d0\u793a\uff0c\u4ece\u800c\u63d0\u9ad8\u5bf9\u8bdd\u7684\u4e2a\u6027\u5316\u548c\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<p>SPT\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86\u4e0a\u4e0b\u6587-\u63d0\u793a\u5bf9\u6bd4\u5b66\u4e60\uff08context-prompt contrastive learning\uff09\u548c\u63d0\u793a\u878d\u5408\u5b66\u4e60\uff08prompt fusion 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[&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-690","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/690","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=690"}],"version-history":[{"count":5,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/690\/revisions"}],"predecessor-version":[{"id":945,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/690\/revisions\/945"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=690"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=690"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=690"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}