{"id":1379,"date":"2024-09-23T23:56:45","date_gmt":"2024-09-23T15:56:45","guid":{"rendered":"https:\/\/www.fanyamin.com\/wordpress\/?p=1379"},"modified":"2024-09-23T23:56:45","modified_gmt":"2024-09-23T15:56:45","slug":"%e6%8f%90%e7%a4%ba%e5%b7%a5%e7%a8%8b%e4%bc%98%e5%8c%96%e6%96%b9%e6%b3%95%e4%b9%8b%e4%b8%80-zero-shot","status":"publish","type":"post","link":"https:\/\/www.fanyamin.com\/wordpress\/?p=1379","title":{"rendered":"\u63d0\u793a\u5de5\u7a0b\u4f18\u5316\u65b9\u6cd5\u4e4b\u4e00 zero shot"},"content":{"rendered":"

Zero-Shot<\/h1>\n

Zero shot\u5b66\u4e60\uff0c\u4e5f\u79f0\u4e3a\u96f6\u6837\u672c\u5b66\u4e60\uff08Zero-Shot Learning\uff0c\u7b80\u79f0ZSL\uff09\uff0c\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u4ece\u672a\u89c1\u8fc7\u7684\u7c7b\u522b\u4e0a\u8fdb\u884c\u9884\u6d4b\u548c\u5206\u7c7b\u3002\u8fd9\u79cd\u5b66\u4e60\u65b9\u5f0f\u7279\u522b\u9002\u7528\u4e8e\u90a3\u4e9b\u96be\u4ee5\u83b7\u53d6\u5927\u91cf\u6807\u6ce8\u6570\u636e\u7684\u9886\u57df\uff0c\u6216\u8005\u5728\u9762\u5bf9\u7f55\u89c1\u6216\u672a\u77e5\u7c7b\u522b\u65f6\u7684\u573a\u666f\u3002<\/p>\n

\u5728Zero shot\u5b66\u4e60\u4e2d\uff0c\u6a21\u578b\u901a\u5e38\u4f1a\u4f7f\u7528\u8f85\u52a9\u4fe1\u606f\uff0c\u5982\u7c7b\u522b\u7684\u6587\u672c\u63cf\u8ff0\u3001\u5c5e\u6027\u6216\u5d4c\u5165\u8868\u793a\u7b49\uff0c\u6765\u7406\u89e3\u5728\u8bad\u7ec3\u9636\u6bb5\u672a\u51fa\u73b0\u8fc7\u7684\u7c7b\u522b\u3002\u8fd9\u4e9b\u8f85\u52a9\u4fe1\u606f\u5e2e\u52a9\u6a21\u578b\u5efa\u7acb\u8d77\u7c7b\u522b\u4e4b\u95f4\u7684\u8bed\u4e49\u8054\u7cfb\uff0c\u4ece\u800c\u5728\u6ca1\u6709\u76f4\u63a5\u6837\u672c\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u8fdb\u884c\u6709\u6548\u7684\u9884\u6d4b\u3002<\/p>\n

Use Emotional Language \u4f7f\u7528\u60c5\u611f\u8bed\u8a00<\/h2>\n

Assign a Role \u5206\u914d\u89d2\u8272<\/h2>\n

Define a Style \u5b9a\u4e49\u98ce\u683c<\/h2>\n
#!\/usr\/bin\/env python3\nfrom pydantic import BaseModel\nimport simple_llm_agent\n\nclass Email(BaseModel):\n    subject: str\n    message: str\n\nclient = simple_llm_agent.LlmAgent()\n\ndef generate_email(subject, to, sender, tone):\n    system_prompt = "You are a smart sesecretary"\n    user_prompt = f"""\n        Write an email about {subject} to {to} from {sender}.\n        The email should be {tone}.\n    """\n    return client.get_object_response(system_prompt, user_prompt, Email )\n\nif __name__ == "__main__":\n    email = generate_email(\n        subject="invitation to all-hands on Monday at 6pm",\n        to="All",\n        sender="Walter Fan",\n        tone="formal",\n    )\n\n    print(email.subject)\n    #> Invitation to All-Hands Meeting\n    print(email.message)\n<\/code><\/pre>\n
Auto-Refine The Prompt \u81ea\u52a8\u4f18\u5316\u63d0\u793a<\/h2>\n
Simulate a Perspective \u6a21\u62df\u4e00\u4e2a\u89c6\u89d2<\/h2>\n
Clarify Ambiguous Information \u6f84\u6e05\u6a21\u7cca\u4fe1\u606f<\/h2>\n
Ask Model To Repeat Query \u8981\u6c42\u6a21\u578b\u91cd\u590d\u67e5\u8be2<\/h2>\n
Generate Follow-Up Questions \u63d0\u51fa\u540e\u7eed\u95ee\u9898<\/h2>\n","protected":false},"excerpt":{"rendered":"
Zero-Shot Zero shot\u5b66\u4e60\uff0c\u4e5f\u79f0\u4e3a\u96f6\u6837\u672c\u5b66\u4e60\uff08Zero-Shot Learning\uff0c\u7b80\u79f0ZSL\uff09\uff0c\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u4ece\u672a\u89c1\u8fc7\u7684\u7c7b\u522b\u4e0a\u8fdb\u884c\u9884\u6d4b\u548c\u5206\u7c7b\u3002\u8fd9\u79cd\u5b66\u4e60\u65b9\u5f0f\u7279\u522b\u9002\u7528\u4e8e\u90a3\u4e9b\u96be\u4ee5\u83b7\u53d6\u5927\u91cf\u6807\u6ce8\u6570\u636e\u7684\u9886\u57df\uff0c\u6216\u8005\u5728\u9762\u5bf9\u7f55\u89c1\u6216\u672a\u77e5\u7c7b\u522b\u65f6\u7684\u573a\u666f\u3002 \u5728Zero shot\u5b66\u4e60\u4e2d\uff0c\u6a21\u578b\u901a\u5e38\u4f1a\u4f7f\u7528\u8f85\u52a9\u4fe1\u606f\uff0c\u5982\u7c7b\u522b\u7684\u6587\u672c\u63cf\u8ff0\u3001\u5c5e\u6027\u6216\u5d4c\u5165\u8868\u793a\u7b49\uff0c\u6765\u7406\u89e3\u5728\u8bad\u7ec3\u9636\u6bb5\u672a\u51fa\u73b0\u8fc7\u7684\u7c7b\u522b\u3002\u8fd9\u4e9b\u8f85\u52a9\u4fe1\u606f\u5e2e\u52a9\u6a21\u578b\u5efa\u7acb\u8d77\u7c7b\u522b\u4e4b\u95f4\u7684\u8bed\u4e49\u8054\u7cfb\uff0c\u4ece\u800c\u5728\u6ca1\u6709\u76f4\u63a5\u6837\u672c\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u8fdb\u884c\u6709\u6548\u7684\u9884\u6d4b\u3002 Use Emotional Language \u4f7f\u7528\u60c5\u611f\u8bed\u8a00 Assign a Role \u5206\u914d\u89d2\u8272 Define a Style \u5b9a\u4e49\u98ce\u683c #!\/usr\/bin\/env python3 from pydantic import BaseModel import simple_llm_agent class Email(BaseModel): subject: str message: str client = simple_llm_agent.LlmAgent() def generate_email(subject, to, sender, tone): system_prompt = "You are a smart sesecretary" user_prompt = f""" Write an email about {subject} […] →Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-1379","post","type-post","status-publish","format-standard","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1379"}],"collection":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1379"}],"version-history":[{"count":2,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1379\/revisions"}],"predecessor-version":[{"id":1381,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1379\/revisions\/1381"}],"wp:attachment":[{"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1379"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1379"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.fanyamin.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1379"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}