{"id":10020165,"date":"2024-06-10T00:00:00","date_gmt":"2024-06-10T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020165"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020165","title":{"rendered":"\u4e24\u53e5\u8bdd\uff0c\u8ba9LLM\u903b\u8f91\u63a8\u7406\u77ac\u95f4\u5d29\u6e83\uff01\u6700\u65b0\u300c\u7231\u4e3d\u4e1d\u68a6\u6e38\u4ed9\u5883\u300d\u66dd\u51faGPT\u3001Claude\u7b49\u91cd\u5927\u7f3a\u9677"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" 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src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2444eada-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u7684\u6b63\u786e\u7b54\u6848\u662f\u6765\u6e90\u4e8e\u5b8c\u6574\u65e0\u8bef\u7684\u63a8\u7406\u3002Mistral\u548cCodeLlama\u7b49\u6a21\u578b\u867d\u7136\u8868\u73b0\u4e0d\u4f73\uff0c\u5f97\u5206\u57280.1\u4ee5\u4e0b\uff0c\u4f46\u4ecd\u80fd\u770b\u5230\u6b63\u786e\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4e5f\u6709\u4e00\u4e9b\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u5b8c\u5168\u9519\u8bef\uff0c\u4f46\u6700\u7ec8\u300c\u8d1f\u8d1f\u5f97\u6b63\u300d\uff0c\u5947\u8ff9\u822c\u5730\u5f97\u51fa\u4e86\u6b63\u786e\u7b54\u6848\u3002\u8fd9\u79cd\u60c5\u51b5\u7ecf\u5e38\u51fa\u73b0\u5728\u6b63\u786e\u7387\u5c0f\u4e8e0.3\u7684\u6a21\u578b\u4e2d\u3002<\/p>\n<p>\u56e2\u961f\u8fd8\u5bf9AIW\u4e0d\u540c\u53d8\u4f53\u4e0a\u7684\u51c6\u786e\u7387\u8fdb\u884c\u4e86\u6a2a\u5411\u6bd4\u8f83\uff0c\u7ed3\u679c\u5f88\u591a\u6a21\u578b\u7684\u8868\u73b0\u90fd\u51fa\u73b0\u4e86\u5927\u5e45\u6ce2\u52a8\u3002<\/p>\n<p>\u6bd4\u5982\u672c\u6765\u80fd\u6324\u8fdb\u524d\u56db\u7684GPT-4-0613\uff0c\u6362\u4e86\u4e2a\u95ee\u9898\uff0c\u51c6\u786e\u7387\u5c31\u5feb\u964d\u52300\u4e86\u3002GPT-4o\u3001GPT-4 Turbo\u3001Claude 3 Opus\u548cLlama2-70B\u7b49\u9ad8\u5206\u6a21\u578b\u4e5f\u90fd\u51fa\u73b0\u8f83\u5927\u7684\u6ce2\u52a8\u3002<\/p>\n<p>\u56e2\u961f\u8bbe\u8ba1\u4e86restricted\u6a21\u5f0f\u7684\u63d0\u793a\uff0c\u5f3a\u8feb\u6a21\u578b\u8f93\u51fa\u7b80\u77ed\u7b54\u6848\uff0c\u6d4b\u8bd5\u5b83\u4eec\u5728\u6709\u9650\u8ba1\u7b97\u80fd\u529b\u60c5\u51b5\u4e0b\u7684\u76f8\u5e94\u8d28\u91cf\u3002\u6709\u8da3\u7684\u662f\uff0c\u76f8\u6bd4\u6807\u51c6\u6a21\u5f0f\u7684\u63d0\u793a\uff0c\u6a21\u578b\u7684\u6b63\u786e\u7387\u7adf\u7136\u6709\u5347\u6709\u964d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/249f8940-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/250fcbb0-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u8fd9\u4e9b\u5148\u8fdbLLM\u5728AIW\u4e0a\u7684\u60e8\u70c8\u8868\u73b0\u548cMMLU\u3001ARC-c\u7b49\u57fa\u51c6\u6d4b\u8bd5\u7684\u9ad8\u5206\u5f62\u6210\u4e86\u9c9c\u660e\u7684\u5bf9\u6bd4\u3002\u56e0\u6b64\uff0c\u56e2\u961f\u51b3\u5b9a\u8ba9AIW\u7684\u66b4\u98ce\u96e8\u66f4\u731b\u70c8\u4e00\u70b9\uff0c\u628a\u4e24\u8005\u7684\u53ef\u89c6\u5316\u7ed3\u679c\u653e\u5728\u4e00\u8d77\u770b\u4e2a\u6e05\u695a\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/258519b0-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u56fe3\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u5927\u591a\u6570\u6a21\u578b\u805a\u96c6\u5728\u7eb5\u8f74\u9644\u8fd1\uff0c\u53ea\u6709Llama2-70B\u3001GPT-4\u3001GPT-4o\u548cClaude 3\u51e0\u4e2a\u6a21\u578b\u8f83\u4e3a\u63a5\u8fd1\u6821\u51c6\u7ebf\uff0c\u8fd9\u8868\u660eMMLU\u5206\u6570\u4e0eAIW\u4e4b\u95f4\u7684\u663e\u8457\u4e0d\u5339\u914d\u3002<\/p>\n<p>\u518d\u6765\u770b\u6d4b\u8bd5LLM\u6570\u5b66\u80fd\u529b\u7684MATH\u3001GSM8k\u7b49\u57fa\u51c6\uff0c\u8d8b\u52bf\u4e5f\u662f\u7c7b\u4f3c\u7684\u3002<\/p>\n<p>\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u548cMATH\u7684\u5bf9\u6bd4\u4e2d\uff0cLlama2-7B\u548cLlama2-70B\u4e24\u4e2a\u6a21\u578b\u5728AIW\u7684\u5f97\u5206\u53cd\u800c\u9ad8\u4e8eMATH\u3002\u8fd9\u4e24\u4e2a\u6a21\u578b\u5728AIW\u4e0e\u5404\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u7684\u6821\u51c6\u4e2d\u90fd\u6709\u8f83\u597d\u7684\u8868\u73b0\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/26560d54-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/26fbf750-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u800c\u5728Hallaswag\u548cARC-c\u4e2d\uff0c\u8fd9\u79cd\u80fd\u529b\u548c\u5f97\u5206\u7684\u4e0d\u5339\u914d\uff0c\u5219\u66f4\u52a0\u660e\u663e\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/27cf7c1a-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/28654fa6-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u300c\u5c0f\u300d\u6a21\u578b\uff08SLM\uff09\u5728\u8fd9\u4e00\u7cfb\u5217\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u53ef\u4ee5\u8bf4\u662f\u300c\u6bd4\u5dee\u66f4\u5dee\u300d\u3002<\/p>\n<p>\u6bd4\u5982\u4e0b\u9762\u8fd9\u4e2aLlama2-7B\u7684\u4f8b\u5b50\u2014\u2014\u9664\u4e86\u7ed9\u51fa\u7684\u662f\u9519\u8bef\u7b54\u6848\u4e4b\u5916\uff0c\u751a\u81f3\u8fd8\u751f\u6210\u4e86\u4e00\u4e2a\u6beb\u65e0\u5173\u7cfb\u7684\u6d4b\u8bd5\u95ee\u9898\uff0c\u5e76\u4e14\u5f00\u59cb\u4e0d\u65ad\u91cd\u590d\u76f8\u540c\u7684\u8f93\u51fa\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/28d8738c-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u5982\u6d4b\u8bd5\u7ed3\u679c\u6240\u793a\uff0c\u867d\u7136\u6709\u4e9bSLM\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u5f97\u5206\u76f8\u5f53\u9ad8\uff0c\u751a\u81f3\u80fd\u548c\u5927\u6a21\u578b\u5ab2\u7f8e\uff0c\u4f46\u5728AIW\u4e0a\u5374\u4e25\u91cd\u5d29\u6e83\uff0c\u5b8c\u5168\u65e0\u6cd5\u63a5\u8fd1GPT-4\u6216Claude Opus\u7684\u8868\u73b0\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/298260f4-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u867d\u7136AIW\u5df2\u7ecf\u6253\u8db4\u4e86\u5f88\u591a\u6a21\u578b\uff0c\u4f46GPT-4o\u548cClaude 3 Opus\u4f9d\u65e7\u6709\u4e0d\u9519\u7684\u8868\u73b0\u3002\u4e0d\u670d\u8f93\u7684\u7814\u7a76\u4eba\u5458\u4eec\u53ef\u80fd\u60f3\u518d\u8bd5\u63a2\u4e00\u4e0b\u6700\u540e\u7684\u8fb9\u754c\uff0c\u4e8e\u662f\u5347\u7ea7\u4e86\u63a8\u7406\u95ee\u9898\uff0c\u8bbe\u8ba1\u51faAIW+\u3002<\/p>\n<p>AIW+\u4f7f\u7528\u4e0eAIW\u76f8\u540c\u7684\u903b\u8f91\uff0c\u4f46\u5728\u63cf\u8ff0\u4eb2\u7f18\u5173\u7cfb\u548c\u5bb6\u5ead\u7ed3\u6784\u65f6\u589e\u52a0\u4e86\u989d\u5916\u4fe1\u606f\uff0c\u6bd4\u5982\u5f15\u5165\u4e86\u5916\u7525\u3001\u4f84\u5973\u8fd9\u6837\u7684\u8868\u4eb2\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/29e17b34-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u5728AIW+\u95ee\u9898\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u6a21\u578b\u56de\u7b54\u8fdb\u884c\u4e86\u624b\u52a8\u8bc4\u4f30\uff0c\u7ed3\u679c\u53d1\u73b0LLM\u6709\u4e86\u8fdb\u4e00\u6b65\u3001\u66f4\u5f3a\u70c8\u7684\u6027\u80fd\u5d29\u6e83\u3002<\/p>\n<p>\u5373\u4f7f\u662fAIW\u4e0a\u6027\u80fd\u8fbe\u52300.649\u7684GPT-4o\uff0c\u9762\u5bf9AIW+\u4e5f\u53ea\u5f97\u5230\u4e860.015\u7684\u51c6\u786e\u7387\uff0c\u7b80\u76f4\u662f\u88ab\u6309\u5728\u5730\u4e0a\u6469\u64e6\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2a53df3a-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<h2  id=\"toc-2\" class=\"jltoc--item\">\u4e8c\u3001\u8ff7\u4e4b\u81ea\u4fe1<\/h2>\n<p>\u5728\u76ee\u7779\u4e86LLM\u63a8\u7406\u80fd\u529b\u7684\u6e83\u8d25\u540e\uff0c\u7814\u7a76\u4eba\u5458\u4eec\u975e\u5e38\u597d\u5947\u8fd9\u4e9b\u6a21\u578b\u5230\u5e95\u9519\u5728\u54ea\u91cc\u3002<\/p>\n<p>\u5728Thinking\u7c7b\u578b\u7684prompt\u4e2d\uff0c\u5305\u542b\u91cd\u65b0\u68c0\u67e5\u7b54\u6848\u7684\u8981\u6c42\uff0c\u7ed3\u679c\u53d1\u73b0\u8fd9\u4e9bLLM\u90fd\u6709\u300c\u871c\u6c41\u81ea\u4fe1\u300d\uff0c\u5bf9\u81ea\u5df1\u7ed9\u51fa\u7684\u89e3\u51b3\u65b9\u6848\u975e\u5e38\u6709\u4fe1\u5fc3\u3002<\/p>\n<p>\u751a\u81f3\u5728\u7ed9\u51fa\u9519\u8bef\u63a8\u7406\u548c\u9519\u8bef\u7b54\u6848\u65f6\uff0c\u6a21\u578b\u8fd8\u4f1a\u79f0\u5b83\u4eec\u63d0\u4f9b\u7684\u89e3\u51b3\u65b9\u6848\u8d28\u91cf\u5f88\u9ad8\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2aed7172-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u6bd4\u5982\u5728AIW\u4e0a\u5f97\u5206\u4ece\u6ca1\u8d85\u8fc70.1\u7684Command R+\u6a21\u578b\uff0c\u4f1a\u8bf4\u300c\u8fd9\u4e2a\u7ed3\u8bba\u662f\u76f4\u63a5\u4e14\u6e05\u6670\u7684\u300d\u3002Claude 3 Opus\u4e5f\u5728\u9519\u8bef\u7b54\u6848\u4e2d\u4f7f\u7528\u4e86\u8bf8\u5982\u300c\u903b\u8f91\u6210\u7acb\u300d\u300c\u63a8\u7406\u4e2d\u6ca1\u6709\u9519\u8bef\u300d\u300c\u89e3\u51b3\u65b9\u6848\u662f\u6b63\u786e\u7684\u300d\u4e4b\u7c7b\u7684\u8868\u8fbe\u3002<\/p>\n<p>\u96be\u9053\u662fThinking\u7c7bprompt\u7684\u8868\u8ff0\u4e0d\u591f\u660e\u663e\uff1f\u7814\u7a76\u4eba\u5458\u53c8\u8bbe\u8ba1\u4e86Scientist\u7c7b\u578b\u7684prompt\uff0c\u8981\u6c42\u6a21\u578b\u6df1\u601d\u719f\u8651\uff0c\u7ed9\u51fa\u51c6\u786e\u7684\u7b54\u6848\uff1b\u4ee5\u53caConfidence\u578bprompt\uff0c\u8981\u6c42\u6a21\u578b\u53cd\u7701\u4e00\u4e0b\u81ea\u5df1\u7684\u81ea\u4fe1\uff0c\u7ed9\u51fa\u7b54\u6848\u7684\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2b4c6eca-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u8fd9\u4e9b\u63d0\u793a\u5de5\u7a0b\u65b9\u9762\u7684\u52aa\u529b\u4f3c\u4e4e\u4f9d\u65e7\u662f\u5f92\u52b3\u3002<\/p>\n<p>\u5bf9\u4e8eScientsit\u7c7b\u578b\uff0cLlama 2-70B\u5c45\u7136\u4f1a\u8bf4\u300c\u7ed3\u8bba\u4e4d\u770b\u4e4b\u4e0b\u53ef\u80fd\u4e0d\u5408\u5e38\u7406\uff0c\u4f46\u5b9e\u9645\u4e0a\u662f\u6b63\u786e\u7684\u300d\uff0c\u8bf4\u670d\u7528\u6237\u652f\u6301\u5b83\u7ed9\u51fa\u7684\u9519\u8bef\u7b54\u6848\u3002<\/p>\n<p>Command R+\u5728\u56de\u5e94Confidence\u7c7b\u578b\u63d0\u793a\u65f6\uff0c\u4f1a\u5728\u9519\u8bef\u7b54\u6848\u4e2d\u58f0\u660e\u300c\u89e3\u51b3\u65b9\u6848\u6e05\u6670\u4e14\u6beb\u65e0\u6b67\u4e49\u300d\u300c\u63a8\u7406\u5b8c\u5168\u57fa\u4e8e\u63d0\u4f9b\u7684\u4fe1\u606f\uff0c\u4e0d\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u89e3\u91ca\u6216\u63a8\u6d4b\u300d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2bb9e5fe-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u4ed4\u7ec6\u770b\u66f4\u591a\u7684\u793a\u4f8b\u5c31\u80fd\u53d1\u73b0\uff0cLLM\u4e0d\u4ec5\u662f\u5355\u7eaf\u7684\u5634\u786c\uff0c\u5728\u627e\u7406\u7531\u65b9\u9762\u8fd8\u80fd\u300c\u5404\u663e\u795e\u901a\u300d\uff0c\u4e3a\u9519\u8bef\u7b54\u6848\u7f16\u9020\u51fa\u5404\u79cd\u6709\u8bf4\u670d\u529b\u7684\u89e3\u91ca\u3002<\/p>\n<p>\u6bd4\u5982\u4e0b\u9762\u8fd9\u4e2aOLMo\u6a21\u578b\uff0c\u53ef\u4ee5\u7ed9\u51fa\u4e00\u5806\u6beb\u65e0\u610f\u4e49\u7684\u8ba1\u7b97\u6216\u7c7b\u4f3c\u903b\u8f91\u7684\u9648\u8ff0\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2c41f728-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u6216\u8005\u50cf\u8fd9\u4e2aCodeLlama\u6a21\u578b\u4e00\u6837\uff0c\u5e72\u8106\u62d2\u7edd\u56de\u7b54\uff0c\u518d\u626f\u51fa\u4e00\u4e9b\u6beb\u65e0\u610f\u4e49\u7684\u8bdd\u9898\u5bf9\u4f60\u8fdb\u884c\u300c\u9053\u5fb7\u7ed1\u67b6\u300d\u3002<\/p>\n<p>\u300cAlice\u7684\u5144\u5f1f\u6709\u51e0\u4e2a\u59d0\u59b9\u300d\u8fd9\u79cd\u95ee\u9898\uff0c\u5b83\u62d2\u7edd\u56de\u7b54\u7684\u7406\u7531\u662f\u300c\u4f5c\u4e3a\u4e00\u4e2a\u8d1f\u8d23\u4efb\u7684AI\u6a21\u578b\uff0c\u6211\u4e0d\u53ef\u4ee5\u6b67\u89c6\u5510\u6c0f\u7efc\u5408\u75c7\u60a3\u8005\u300d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2cddd116-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>Command R+\u627e\u5230\u7684\u9053\u5fb7\u9ad8\u5730\u66f4\u52a0\u300c\u65f6\u9ae6\u300d\uff0c\u5b83\u8868\u793a\u81ea\u5df1\u9700\u8981\u8003\u8651\u975e\u4e8c\u5143\u6027\u522b\u7684\u60c5\u51b5\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2d6ed40e-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u9664\u4e86\u4fee\u6539prompt\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u91c7\u53d6\u4e86\u4e00\u7cfb\u5217\u5e38\u7528\u7684LLM\u8c03\u4f18\u6280\u5de7\uff0c\u5e0c\u671b\u5f15\u5bfc\u6a21\u578b\u63d0\u9ad8\u6b63\u786e\u7387\uff0c\u5305\u62ec\u7528\u5b9a\u5236prompt\u542f\u7528\u591a\u8f6e\u81ea\u6211\u9a8c\u8bc1\u3001\u5c06\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u7684AIW\u95ee\u9898\u91cd\u65b0\u8868\u8ff0\u4e3aSQL\u8bed\u53e5\u6216\u53c2\u6570\u5316\u7248\u672c\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\u7b49\u7b49\uff0c\u7136\u800c\u6536\u6548\u751a\u5fae\u3002<\/p>\n<p>\u4e0a\u8ff0\u5b9e\u9a8c\u4e2d\uff0c\u56e2\u961f\u91c7\u7528\u4e86\u5404\u4e2a\u6a21\u578b\u5bb6\u65cf\u5185\u7684\u5fae\u8c03\u5e94\u7528\u7248\u672c\uff0c\u90a3\u4e48\u58f0\u79f0\u80fd\u529b\u66f4\u5f3a\u5927\u7684\u57fa\u5ea7\u6a21\u578b\u4f1a\u4e0d\u4f1a\u8868\u73b0\u66f4\u597d\u5462\uff1f<\/p>\n<p>\u5e76\u6ca1\u6709\u3002\u7ed3\u679c\u53cd\u800c\u662f\u57fa\u7840\u6a21\u578b\u7684\u5d29\u6e83\u66f4\u52a0\u4e25\u91cd\u3002<\/p>\n<p><img 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class=\"jltoc--item\">\u4e09\u3001\u8ba8\u8bba<\/h2>\n<p>\u56e2\u961f\u8868\u793a\uff0c\u4e3a\u4e86\u5728\u6539\u5584\u5f53\u524dLLM\u4ee4\u4eba\u7cdf\u5fc3\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5fc5\u987b\u8981\u501f\u52a9\u5e7f\u5927\u5f00\u6e90\u793e\u533a\u7684\u529b\u91cf\u3002<\/p>\n<p>\u6574\u4e2a\u6a21\u578b\u521b\u5efa\u6d41\u7a0b\uff0c\u5305\u62ec\u6570\u636e\u96c6\u7684\u7ec4\u6210\u548c\u6570\u636e\u96c6\u672c\u8eab\u3001\u8bad\u7ec3\u7684\u6e90\u4ee3\u7801\u3001\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u3001\u6807\u51c6\u5316\u7684\u57fa\u51c6\u6d4b\u8bd5\u7a0b\u5e8f\uff0c\u90fd\u5fc5\u987b\u5b8c\u5168\u5f00\u653e\u4e14\u53ef\u91cd\u590d\u3002<\/p>\n<p>\u4ec5\u5f00\u653e\u6743\u91cd\u7684\u6a21\u578b\uff0c\u662f\u65e0\u6cd5\u4e86\u89e3\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u51fa\u9519\u7684\u5730\u65b9\u7684\u3002\u4f8b\u5982\uff0c\u6570\u636e\u96c6\u7ec4\u6210\u6216\u8bad\u7ec3\u7a0b\u5e8f\u672c\u8eab\u3002<\/p>\n<p>\u4ec5\u901a\u8fc7API\u8bbf\u95ee\u7684\u5c01\u95ed\u6a21\u578b\uff0c\u751a\u81f3\u65e0\u6cd5\u8fdb\u884c\u9002\u5f53\u7684\u8bc4\u4f30\u3002\u56e0\u4e3a\u7b2c\u4e09\u65b9\u770b\u4e0d\u5230\u6a21\u578b\u7684\u8bbe\u7f6e\uff0c\u5982\u7cfb\u7edf\u63d0\u793a\u548c\u5176\u4ed6\u63a8\u7406\u8d85\u53c2\u6570\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u56e2\u961f\u8ba4\u4e3a\uff0c\u8981\u5728\u672a\u6765\u6a21\u578b\u4e2d\u5b9e\u73b0\u9002\u5f53\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5fc5\u987b\u5f00\u6e90\u6a21\u578b\u7684\u5b8c\u6574\u8bad\u7ec3\u6d41\u7a0b\u2014\u2014\u5c24\u5176\u662f\u7ecf\u5e38\u88ab\u5ffd\u89c6\u7684\u6570\u636e\u96c6\u7ec4\u6210\u3002<\/p>\n<p>\u5bf9\u4e8e\u57fa\u51c6\u6d4b\u8bd5\uff0c\u56e2\u961f\u4e5f\u547c\u5401AI\u793e\u533a\u80fd\u5171\u540c\u52aa\u529b\u8fdb\u884c\u66f4\u65b0\u3002<\/p>\n<p>\u6bd4\u5982\u8fd9\u6b21\u7814\u7a76\u4e2d\u63d0\u51fa\u7684AIW\u95ee\u9898\u96c6\uff1a\u65e2\u7b80\u5355\uff08\u7528\u4e8e\u63a2\u6d4b\u7279\u5b9a\u7c7b\u578b\u7684\u63a8\u7406\u7f3a\u9677\uff09\uff0c\u4e5f\u53ef\u5b9a\u5236\uff08\u63d0\u4f9b\u8db3\u591f\u7684\u7ec4\u5408\u591a\u6837\u6027\u6765\u9632\u6b62\u6570\u636e\u6c61\u67d3\uff09\u3002<\/p>\n<p>\u56e2\u961f\u8ba4\u4e3a\uff0c\u5f3a\u5927\u4e14\u53ef\u4fe1\u7684\u57fa\u51c6\u6d4b\u8bd5\u5e94\u9075\u5faaKarl 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src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2e513718-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u5171\u540c\u4e00\u4f5cMarianna Nezhurina\uff0c\u662fJSC\/\u56fe\u5bbe\u6839\u5927\u5b66\u7684\u535a\u58eb\u751f\uff0cLAION\u7684\u6838\u5fc3\u7814\u7a76\u5458\u3002\u5979\u5bf9\u591a\u6a21\u6001\u6570\u636e\u96c6\u548c\u5b66\u4e60\u6709\u6d53\u539a\u5174\u8da3\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/10\/2ed6c75c-26f6-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u53e6\u4e00\u4f4d\u5171\u540c\u4e00\u4f5cJenia Jitsev\uff0c\u662f\u5fb7\u56fdJuelich\u8d85\u7b97\u4e2d\u5fc3\u7684\u5b9e\u9a8c\u5ba4\u8d1f\u8d23\u4eba\uff0c\u4e5f\u540c\u65f6\u662fLAION\u548cOntocord.AI\u7684\u8054\u5408\u521b\u59cb\u4eba\uff0c\u4ed6\u7814\u7a76\u7684\u957f\u671f\u76ee\u6807\u662f\u4ece\u591a\u6a21\u5f0f\u6570\u636e\u6d41\u4e2d\u5b9e\u73b0\u6a21\u578b\u53ef\u81ea\u6211\u8c03\u8282\u4e14\u8282\u80fd\u7684\u6301\u7eed\u5b66\u4e60\u3002<\/p>\n<p>\u53c2\u8003\u8d44\u6599\uff1a<\/p>\n<p>https:\/\/arxiv.org\/abs\/2406.02061<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u9891\u9891\u5c60\u699c\u7684\u5927\u6a21\u578b\u4eec\uff0c\u7adf\u7136\u88ab\u4e00\u9053\u7b80\u5355\u7684\u903b\u8f91\u63a8\u7406\u9898\u6253\u5f97\u5168\u519b\u8986\u6ca1\uff1f\u6700\u8fd1\uff0c\u7814\u7a76\u673a\u6784LAION\u7684\u51e0\u4f4d\u4f5c\u8005\u5171\u540c\u53d1\u8868\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u4ee5\u300c\u7231\u4e3d\u4e1d\u68a6\u6e38\u4ed9\u5883\u300d\u4e3a\u542f\u53d1\u6d89\u53ca\u4e86\u4e00\u7cfb\u5217\u7b80\u5355\u7684\u63a8\u7406\u95ee\u9898\uff0c\u63ed\u793a\u4e86LLM\u57fa\u51c6\u6d4b\u8bd5\u7684\u76f2\u533a\u3002<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-10020165","post","type-post","status-publish","format-standard","hentry","category-aigc"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020165","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020165"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020165\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020165"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020165"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020165"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}