{"id":1226,"date":"2024-10-14T11:50:00","date_gmt":"2024-10-14T03:50:00","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1226"},"modified":"2024-10-14T11:50:00","modified_gmt":"2024-10-14T03:50:00","slug":"202410-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-chat-rec-towards-interactive-and-explainable-llms-augmented-recommender-system","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202410-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-chat-rec-towards-interactive-and-explainable-llms-augmented-recommender-system\/","title":{"rendered":"202410 \u8bba\u6587\u7814\u8bfb-Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System"},"content":{"rendered":"\n

\u6765\u6e90\uff1aarXiv
\u4f5c\u8005\uff1aYunfan Gao, Tao Sheng\u7b49
\u5355\u4f4d\uff1a\u590d\u65e6\u5927\u5b66\uff0c\u540c\u6d4e\u5927\u5b66\u7b49
\u53d1\u8868\u65f6\u95f4\uff1a2023 \u5e74 4 \u6708<\/p>\n\n\n\n

\u4e00\u3001\u80cc\u666f\u4fe1\u606f<\/h2>\n\n\n\n
    \n
  1. \u589e\u5f3a\u8bed\u8a00\u6a21\u578b\uff08ALMs\uff09\uff1a\u901a\u8fc7\u4e3a\u4f20\u7edf\u8bed\u8a00\u6a21\u578b\u914d\u5907\u63a8\u7406\u6280\u80fd\u548c\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u7684\u80fd\u529b\u6765\u514b\u670d\u5176\u5c40\u9650\u6027\u3002<\/li>\n<\/ol>\n\n\n\n

    2. \u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\uff1a\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08PLMs\uff09\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u8bed\u6599\u5e93\u4e0a\u5b66\u4e60\u901a\u7528\u8868\u793a\uff0c\u63d0\u9ad8\u4e86\u63a8\u8350\u7cfb\u7edf\u7684\u6027\u80fd\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n

    3. \u51b7\u542f\u52a8\u63a8\u8350\u95ee\u9898\uff1a\u7528\u6237\u6216\u9879\u76ee\u4e0e\u7cfb\u7edf\u4e4b\u524d\u6ca1\u6709\u4e92\u52a8\u8bb0\u5f55\uff0c\u7cfb\u7edf\u6ca1\u6709\u53ef\u7528\u6570\u636e\u6765\u8fdb\u884c\u4e2a\u6027\u5316\u63a8\u8350<\/p>\n\n\n\n

    \u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u63a8\u8350\u7cfb\u7edf\u6846\u67b6\uff0c\u901a\u8fc7\u7ed3\u5408\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u6765\u589e\u5f3a\u63a8\u8350\u7cfb\u7edf\u7684\u4ea4\u4e92\u6027\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u5373\u65b0\u578b\u63a8\u8350\u7cfb\u7edf\u6846\u67b6Chat-Rec<\/p>\n\n\n\n

    \u4e8c\u3001Chat-Rec\u6846\u67b6\u4ecb\u7ecd<\/h2>\n\n\n\n
    \"\"<\/figure>\n\n\n\n

    \u4e0a\u56fe\u662f\u4e00\u4e2a\u57fa\u4e8e ChatGPT \u7684\u589e\u5f3a\u578b\u63a8\u8350\u7cfb\u7edf\u6a21\u5757\u5de5\u4f5c\u6d41\u7a0b:<\/p>\n\n\n\n

      \n
    • \u5de6\u4fa7\u663e\u793a\u7684\u662f\u7528\u6237\u4e0e ChatGPT \u4e4b\u95f4\u7684\u5bf9\u8bdd\u3002<\/li>\n\n\n\n
    • \u4e2d\u95f4\u662f Chat-Rec \u5982\u4f55\u5c06\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u4e0e ChatGPT \u7b49\u5bf9\u8bdd\u5f0f\u4eba\u5de5\u667a\u80fd\u8054\u7cfb\u8d77\u6765\u7684\u6d41\u7a0b\u56fe\u3002<\/li>\n\n\n\n
    • \u53f3\u4fa7\u63cf\u8ff0\u4e86\u6d41\u7a0b\u4e2d\u7684\u5177\u4f53\u5224\u65ad\u3002<\/li>\n\n\n\n
    • \u63d0\u793a\u6784\u5efa\u5668\u6a21\u5757\u4e3b\u8981\u5305\u542b\uff1a\u7528\u6237-\u9879\u76ee\u5386\u53f2\u4e92\u52a8\u4fe1\u606f\u3001\u7528\u6237\u4e2a\u4eba\u8d44\u6599\u3001\u7528\u6237\u67e5\u8be2\uff08Qi\uff09\u3001\u5bf9\u8bdd\u5386\u53f2\uff08H<i\uff09<\/li>\n<\/ul>\n\n\n\n

      Chat-Rec\u5c06\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u4e0eChatGPT\u94fe\u63a5\uff1a<\/p>\n\n\n\n

        \n
      • \u5982\u679c\u662f\u63a8\u8350\u4efb\u52a1\uff0c\u7cfb\u7edf\u4f1a\u5229\u7528LLMs\u548c\u63a8\u8350\u7b97\u6cd5\u751f\u6210\u63a8\u8350\u5019\u9009\u96c6\uff0c\u5e76\u901a\u8fc7\u63d0\u793a\u6784\u9020\u6a21\u5757\u8fdb\u4e00\u6b65\u7ec6\u5316\u3002<\/li>\n\n\n\n
      • \u5982\u679c\u4e0d\u9700\u8981\u63a8\u8350\uff0c\u7cfb\u7edf\u4f1a\u76f4\u63a5\u63d0\u4f9b\u5176\u4ed6\u7c7b\u578b\u7684\u56de\u7b54\uff0c\u5982\u89e3\u91ca\u6216\u8bf7\u6c42\u66f4\u591a\u7ec6\u8282\u3002<\/li>\n<\/ul>\n\n\n\n

        \u4e09\u3001Chat-Rec\u65b9\u6cd5\u53ca\u4f5c\u7528<\/h2>\n\n\n\n

        Chat-Rec\u6846\u67b6\u5229\u7528LLMs\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u6784\u5efa\u63d0\u793a\uff08prompts\uff09\u6765\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08In-context Learning\uff09\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u6ca1\u6709\u660e\u786e\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u6839\u636e\u4e0a\u4e0b\u6587\u4fe1\u606f\u6765\u7406\u89e3\u548c\u5b8c\u6210\u4efb\u52a1\u3002
        \u4ee5\u4e0b\u662f\u8be5\u6846\u67b6\u6240\u5b9e\u73b0\u7684\u56db\u4e2a\u589e\u5f3a\u63a8\u8350\u7cfb\u7edf\u4f18\u5316\u6548\u679c\uff1a<\/p>\n\n\n\n

          \n
        1. \u7528\u6237\u8d44\u6599\u548c\u5386\u53f2\u4e92\u52a8\u7684\u8f6c\u6362\uff1a
          Chat-Rec\u5c06\u7528\u6237\u8d44\u6599\u548c\u5386\u53f2\u4e92\u52a8\u8f6c\u5316\u4e3a\u63d0\u793a\uff0c\u4f7fLLMs\u80fd\u591f\u5b66\u4e60\u7528\u6237\u7684\u504f\u597d\uff0c\u5e76\u5efa\u7acb\u7528\u6237\u4e0e\u4ea7\u54c1\u4e4b\u95f4\u7684\u8054\u7cfb\u3002<\/li>\n<\/ol>\n\n\n\n

          2. \u5019\u9009\u96c6\u538b\u7f29\uff1a
          \u901a\u8fc7LLMs\u5bf9\u63a8\u8350\u7cfb\u7edf\u751f\u6210\u7684\u5e9e\u5927\u5019\u9009\u96c6\u8fdb\u884c\u7b5b\u9009\u548c\u6392\u5e8f\uff0c\u4ee5\u63d0\u4f9b\u66f4\u76f8\u5173\u7684\u4ea7\u54c1\u63a8\u8350\u3002<\/p>\n\n\n\n

          3. \u51b7\u542f\u52a8\u63a8\u8350\uff1a
          \u5229\u7528LLMs\u5bf9\u65b0\u4ea7\u54c1\u8fdb\u884c\u63a8\u8350\uff0c\u901a\u8fc7\u6587\u672c\u63cf\u8ff0\u548c\u8d44\u6599\u4fe1\u606f\u5efa\u7acb\u4ea7\u54c1\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u89e3\u51b3\u51b7\u542f\u52a8\u95ee\u9898\u3002<\/p>\n\n\n\n

          4. \u8de8\u57df\u63a8\u8350\uff1a
          LLMs\u9884\u8bad\u7ec3\u7684\u77e5\u8bc6\u4f7f\u5176\u80fd\u591f\u4f5c\u4e3a\u591a\u89c6\u89d2\u77e5\u8bc6\u5e93\uff0c\u5b9e\u73b0\u8de8\u57df\u63a8\u8350\u3002<\/p>\n\n\n\n

          \"\"<\/figure>\n\n\n\n

          \u56db\u3001Chat-Rec\u8bc4\u4f30<\/h2>\n\n\n\n

          \u5bf9\u4e8eChat-Rec\u8bc4\u4f30\uff0c\u4f7f\u7528\u4e86MovieLens 100K\u6570\u636e\u96c6\uff0c\u5b83\u5305\u542b943\u540d\u7528\u6237\u5bf91,682\u90e8\u7535\u5f71\u7684100,000\u6761\u8bc4\u5206\uff0c\u4ee5\u53ca\u7528\u6237\u7684\u5e74\u9f84\u3001\u6027\u522b\u3001\u804c\u4e1a\u548c\u90ae\u7f16\u7b49\u4eba\u53e3\u7edf\u8ba1\u4fe1\u606f\uff0c\u8fd8\u6709\u7535\u5f71\u7684\u4fe1\u606f\uff0c\u5982\u6807\u9898\u3001\u53d1\u5e03\u5e74\u4efd\u548c\u7c7b\u578b\u3002<\/p>\n\n\n\n

            \n
          1. \u8bc4\u4f30 top-k\u63a8\u8350\u548c\u8bc4\u5206\u9884\u6d4b<\/li>\n<\/ol>\n\n\n\n
            \"\"<\/figure>\n\n\n\n
            \"\"<\/figure>\n\n\n\n

            2. \u6d88\u878d\u7814\u7a76<\/p>\n\n\n\n

            \"\"<\/figure>\n\n\n\n

            \u4e0a\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u9009\u62e9\u4e86\u8868\u73b0\u6700\u4f73\u7684text-davinci-003\u6a21\u578b\uff0c\u7814\u7a76\u4e86\u4e0d\u540c\u63d0\u793a\u548c\u6e29\u5ea6\u53c2\u6570\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u7ed3\u679c\u663e\u793a\uff0c\u63d0\u793a\u7684\u987a\u5e8f\u548c\u662f\u5426\u5305\u542b\u63a8\u8350\u7cfb\u7edf\u7684top 1\u63a8\u8350\u5bf9Chat-Rec\u7684\u6027\u80fd\u6709\u663e\u8457\u5f71\u54cd\u3002<\/p>\n\n\n\n

            \u4e94\u3001\u603b\u7ed3\u4e0e\u601d\u8003<\/h2>\n\n\n\n
              \n
            1. \u5185\u5bb9\uff1a<\/li>\n<\/ol>\n\n\n\n

              \u8fd9\u7bc7\u8bba\u6587\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u540d\u4e3aChat-Rec\u7684\u65b0\u578b\u63a8\u8350\u7cfb\u7edf\uff0c\u5b83\u901a\u8fc7\u7ed3\u5408LLMs\u548c\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\uff0c\u65e8\u5728\u63d0\u9ad8\u63a8\u8350\u7cfb\u7edf\u7684\u4ea4\u4e92\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002
              \u4e3b\u8981\u8d21\u732e\uff1a
              \u63d0\u51fa\u4e86\u4e00\u79cd\u7ed3\u5408\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u548cLLMs\u7684\u65b0\u8303\u5f0fChat-Rec\uff0c\u901a\u8fc7\u63d0\u793a\u5229\u7528LLMs\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u3002
              Chat-Rec\u4f7f\u7528LLMs\u4f5c\u4e3a\u63a8\u8350\u7cfb\u7edf\u754c\u9762\uff0c\u5b9e\u73b0\u591a\u8f6e\u63a8\u8350\uff0c\u589e\u5f3a\u4ea4\u4e92\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002
              \u5728\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u4e86Chat-Rec\u7684\u65b9\u6cd5\uff0c\u5e76\u5728top-k\u63a8\u8350\u548c\u8bc4\u5206\u9884\u6d4b\u4efb\u52a1\u4e0a\u5c55\u793a\u4e86\u5176\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

                \n
              1. \u601d\u8003\uff1a<\/li>\n<\/ol>\n\n\n\n

                \u53ef\u4ee5\u6539\u8fdb\u7684\u5730\u65b9\uff1a<\/p>\n\n\n\n

                \u76ee\u524d\u7684\u7cfb\u7edf\u4e3b\u8981\u5904\u7406\u6587\u672c\u4fe1\u606f\uff0c\u6ca1\u6709\u5c06\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u4fe1\u606f\u878d\u5408\u5230\u63a8\u8350\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u53ef\u80fd\u4f1a\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u7528\u6237\u753b\u50cf\u548c\u4ea7\u54c1\u7279\u5f81\uff1b
                \u5b9e\u9a8c\u4ec5\u5728MovieLens 100K\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\uff0c\u5176\u4ed6\u7c7b\u578b\u7684\u6570\u636e\u96c6\u5e76\u6ca1\u6709\u6d89\u53ca\uff0c\u4e0d\u80fd\u9a8c\u8bc1Chat-Rec\u7684\u6cdb\u7528\u6027\u548c\u6548\u679c\uff1b
                \u53ef\u4ee5\u6536\u83b7\u7684\u5730\u65b9\uff1a
                \u7406\u89e3\u5982\u4f55\u5c06LLMs\u4e0e\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u7ed3\u5408\uff0c\u901a\u8fc7\u4e0a\u4e0b\u6587\u5b66\u4e60\u63d0\u9ad8\u63a8\u8350\u7cfb\u7edf\u7684\u4ea4\u4e92\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002\uff1b
                \u4f18\u5316\u5019\u9009\u96c6\u7684\u751f\u6210\u548c\u6392\u5e8f\u662f\u63d0\u9ad8\u63a8\u8350\u7cfb\u7edf\u6027\u80fd\u7684\u5173\u952e\uff0cChat-Rec\u7cfb\u7edf\u5c31\u662f\u901a\u8fc7LLMs\u7684\u80fd\u529b\u6765\u4f18\u5316\u8fd9\u4e00\u8fc7\u7a0b\uff1b<\/p>\n\n\n\n

                <\/p>\n","protected":false},"excerpt":{"rendered":"

                \u6765\u6e90\uff1aarXiv\u4f5c\u8005\uff1aYunfan Gao, Tao Sheng\u7b49\u5355\u4f4d\uff1a\u590d\u65e6\u5927\u5b66\uff0c\u540c\u6d4e\u5927\u5b66\u7b49\u53d1\u8868\u65f6\u95f4\uff1a2023 […]<\/p>\n","protected":false},"author":60,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1226","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1226","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\/60"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=1226"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1226\/revisions"}],"predecessor-version":[{"id":1234,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/1226\/revisions\/1234"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=1226"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=1226"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=1226"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}