{"id":2082,"date":"2024-04-15T00:01:24","date_gmt":"2024-04-14T16:01:24","guid":{"rendered":"https:\/\/infernews.com\/?p=2082"},"modified":"2024-05-23T18:56:23","modified_gmt":"2024-05-23T10:56:23","slug":"google-ai-introduces-patchscopes-a-machine-learning-approach-that-trains-llms-to-provide-natural-language-explanations-of-their-hidden-representations-marktechpost","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/google-ai-introduces-patchscopes-a-machine-learning-approach-that-trains-llms-to-provide-natural-language-explanations-of-their-hidden-representations-marktechpost\/","title":{"rendered":"Patchscopes &#8211; Google \u7684\u81ea\u7136\u8a9e\u8a00\u7d71\u4e00\u6846\u67b6"},"content":{"rendered":"\n<p>Patchscopes \u662f\u7531 Google AI \u7814\u7a76\u4eba\u54e1\u63d0\u51fa\u7684\u4e00\u500b\u7d71\u4e00\u6846\u67b6\uff0c\u7528\u65bc\u4ee5\u81ea\u7136\u8a9e\u8a00\u6aa2\u67e5\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u96b1\u85cf\u8868\u793a\u3002\u5b83\u5229\u7528 LLM \u81ea\u8eab\u7684\u80fd\u529b\u4f86\u89e3\u91cb\u5176\u5167\u90e8\u8868\u793a\uff0c\u4e26\u89e3\u6c7a\u4e86\u5148\u524d\u89e3\u91cb\u6027\u65b9\u6cd5\u7684\u8a31\u591a\u7f3a\u9ede\u3002<\/p>\n\n\n\n<p>Patchscopes \u7684\u5de5\u4f5c\u539f\u7406\u662f\u5c07\u4f86\u81ea\u6e90\u63d0\u793a\u7684\u8868\u793a\u201c\u4fee\u88dc\u201d\u5230\u76ee\u6a19\u63d0\u793a\u7684\u63a8\u7406\u904e\u7a0b\u4e2d\u7684\u7279\u5b9a\u5c64\u4e2d\u3002\u6e90\u63d0\u793a\u65e8\u5728\u5f15\u5c0e LLM \u57f7\u884c\u8981\u6aa2\u67e5\u7684\u8a08\u7b97\uff0c\u800c\u76ee\u6a19\u63d0\u793a\u65e8\u5728\u9f13\u52f5\u63d0\u53d6\u8a72\u8a08\u7b97\u7684\u7d50\u679c\u3002\u4f8b\u5982\uff0c\u8981\u6aa2\u67e5 LLM \u5982\u4f55\u8868\u793a\u201c\u9996\u5e2d\u57f7\u884c\u5b98\u201d\u9019\u500b\u8a5e\uff0c\u53ef\u4ee5\u5c07\u8868\u793a\u201c\u9996\u5e2d\u57f7\u884c\u5b98\u201d\u7684\u8868\u793a\u4fee\u88dc\u5230\u76ee\u6a19\u63d0\u793a\u4e2d\u7684\u201c\uff1f\u201d\u4ee4\u724c\u4e0a\uff0c\u4e26\u89c0\u5bdf LLM \u751f\u6210\u4ec0\u9ebc\u8f38\u51fa\u3002<\/p>\n\n\n<div class=\"vlp-link-container vlp-layout-spotlight-clone wp-block-visual-link-preview-link\"><a href=\"https:\/\/research.google\/blog\/patchscopes-a-unifying-framework-for-inspecting-hidden-representations-of-language-models\/\" class=\"vlp-link\" title=\"(\u82f1)Patchscopes: A unifying framework for inspecting hidden representations of language models\" rel=\"nofollow\" target=\"_blank\"><\/a><div class=\"vlp-layout-zone-main\"><span class=\"vlp-block-0 vlp-link-title\">(\u82f1)Patchscopes: A unifying framework for inspecting hidden representations of language models<\/span><div class=\"vlp-block-1 vlp-link-summary\">Patchscopes \u662f\u4e00\u500b\u65b0\u6846\u67b6\uff0c\u65e8\u5728\u900f\u904e\u5229\u7528\u6cd5\u5b78\u78a9\u58eb\u56fa\u6709\u7684\u8a9e\u8a00\u80fd\u529b\u70ba\u5176\u5167\u90e8\u96b1\u85cf\u8868\u793a\u63d0\u4f9b\u76f4\u89c0\u3001\u81ea\u7136\u7684\u8a9e\u8a00\u89e3\u91cb\uff0c\u7d71\u4e00\u4ee5\u524d\u89e3\u91cb\u6cd5\u5b78\u78a9\u58eb\u5167\u90e8\u904b\u4f5c\u7684\u5404\u7a2e\u65b9\u6cd5\u3002<\/div><div class=\"vlp-block-2 vlp-link-image\"><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/gweb-research2023-media\/original_images\/Patchscopes-1-Overview.png\" style=\"max-width: 1024px; max-height: 1024px\" \/><\/div><\/div><\/div>\n\n\n<p>Patchscopes \u5177\u6709\u4ee5\u4e0b\u512a\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b83\u53ef\u4ee5\u7d71\u4e00\u8a31\u591a\u5148\u524d\u89e3\u91cb\u6027\u65b9\u6cd5\uff0c\u4e26\u514b\u670d\u4e86\u9019\u4e9b\u65b9\u6cd5\u7684\u8a31\u591a\u7f3a\u9ede\u3002<\/li>\n\n\n\n<li>\u5b83\u53ef\u4ee5\u6aa2\u67e5 LLM \u7684\u65e9\u671f\u5c64\uff0c\u9019\u4e9b\u5c64\u901a\u5e38\u96e3\u4ee5\u7528\u5176\u4ed6\u65b9\u6cd5\u6aa2\u67e5\u3002<\/li>\n\n\n\n<li>\u5b83\u5177\u6709\u5f88\u5f37\u7684\u8868\u9054\u529b\uff0c\u53ef\u4ee5\u91dd\u5c0d\u5404\u7a2e\u554f\u984c\u9032\u884c\u5b9a\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<p>Patchscopes \u5df2\u88ab\u7528\u65bc\u56de\u7b54\u6709\u95dc LLM \u7684\u5404\u7a2e\u554f\u984c\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u5982\u4f55\u8868\u793a\u55ae\u8a5e\u548c\u77ed\u8a9e\uff1f<\/li>\n\n\n\n<li>LLM \u5982\u4f55\u9032\u884c\u63a8\u7406\uff1f<\/li>\n\n\n\n<li>LLM \u5982\u4f55\u751f\u6210\u6587\u672c\uff1f<\/li>\n\n\n\n<li>LLM \u5982\u4f55\u53d7\u5230\u504f\u898b\u7684\u5f71\u97ff\uff1f<\/li>\n<\/ul>\n\n\n\n<p>Patchscopes \u662f\u4e00\u500b\u5f37\u5927\u7684\u5de5\u5177\uff0c\u53ef\u7528\u65bc\u89e3\u91cb LLM \u7684\u884c\u70ba\u4e26\u63d0\u9ad8\u5176\u900f\u660e\u5ea6\u3002\u5b83\u6709\u53ef\u80fd\u5728 LLM \u7684\u958b\u767c\u548c\u61c9\u7528\u4e2d\u767c\u63ee\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u95dc\u65bc Patchscopes \u7684\u5176\u4ed6\u8cc7\u6e90\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/arxiv.org\/abs\/2401.06102\" target=\"_blank\" rel=\"noreferrer noopener\">Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/m.youtube.com\/watch?v=RjiQK3BUqQA\" target=\"_blank\" rel=\"noreferrer noopener\">Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models &#8211; YouTube<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/pair-code.github.io\/interpretability\/patchscopes\/\" target=\"_blank\" rel=\"noreferrer noopener\">Patchscopes &#8211; People + AI Research<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/posts\/gsarti\/270930987816427\" target=\"_blank\" rel=\"noreferrer noopener\">@gsarti on Hugging Face: &#8221; Today&#8217;s pick in Interpretability &amp; Analysis of LMs: Patchscopes: A\u2026&#8221;<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Patchscopes \u662f\u7531 Google AI \u7814\u7a76\u4eba\u54e1\u63d0\u51fa\u7684\u4e00\u500b\u7d71\u4e00\u6846\u67b6\uff0c\u7528\u65bc\u4ee5\u81ea\u7136\u8a9e\u8a00\u6aa2\u67e5\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u96b1\u85cf\u8868\u793a\u3002\u5b83\u5229\u7528 LLM \u81ea\u8eab\u7684\u80fd\u529b\u4f86\u89e3\u91cb\u5176\u5167\u90e8\u8868\u793a\uff0c\u4e26\u89e3\u6c7a\u4e86\u5148\u524d\u89e3\u91cb\u6027\u65b9\u6cd5\u7684\u8a31\u591a\u7f3a\u9ede\u3002 Patchscopes \u7684\u5de5\u4f5c\u539f\u7406\u662f\u5c07\u4f86\u81ea\u6e90\u63d0\u793a\u7684\u8868\u793a\u201c\u4fee\u88dc\u201d\u5230\u76ee\u6a19\u63d0\u793a\u7684\u63a8\u7406\u904e\u7a0b\u4e2d\u7684\u7279\u5b9a\u5c64\u4e2d\u3002\u6e90\u63d0\u793a\u65e8\u5728\u5f15\u5c0e LLM \u57f7\u884c\u8981\u6aa2\u67e5\u7684\u8a08\u7b97\uff0c\u800c\u76ee\u6a19\u63d0\u793a\u65e8\u5728\u9f13\u52f5\u63d0\u53d6\u8a72\u8a08\u7b97\u7684\u7d50\u679c\u3002\u4f8b\u5982\uff0c\u8981\u6aa2\u67e5 LLM \u5982\u4f55\u8868\u793a\u201c\u9996\u5e2d\u57f7\u884c\u5b98\u201d\u9019\u500b\u8a5e\uff0c\u53ef\u4ee5\u5c07\u8868\u793a\u201c\u9996\u5e2d\u57f7\u884c\u5b98\u201d\u7684\u8868\u793a\u4fee\u88dc\u5230\u76ee\u6a19\u63d0\u793a\u4e2d\u7684\u201c\uff1f\u201d\u4ee4\u724c\u4e0a\uff0c\u4e26\u89c0\u5bdf LLM \u751f\u6210\u4ec0\u9ebc\u8f38\u51fa\u3002 Patchscopes \u5177\u6709\u4ee5\u4e0b\u512a\u9ede\uff1a Patchscopes \u5df2\u88ab\u7528\u65bc\u56de\u7b54\u6709\u95dc LLM \u7684\u5404\u7a2e\u554f\u984c\uff0c\u5305\u62ec\uff1a Patchscopes \u662f\u4e00\u500b\u5f37\u5927\u7684\u5de5\u5177\uff0c\u53ef\u7528\u65bc\u89e3\u91cb LLM \u7684\u884c\u70ba\u4e26\u63d0\u9ad8\u5176\u900f\u660e\u5ea6\u3002\u5b83\u6709\u53ef\u80fd\u5728 LLM \u7684\u958b\u767c\u548c\u61c9\u7528\u4e2d\u767c\u63ee\u91cd\u8981\u4f5c\u7528\u3002 \u4ee5\u4e0b\u662f\u4e00\u4e9b\u95dc\u65bc Patchscopes \u7684\u5176\u4ed6\u8cc7\u6e90\uff1a<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[23],"tags":[],"class_list":["post-2082","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/2082","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=2082"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/2082\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=2082"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=2082"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=2082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}