{"id":776501,"date":"2026-05-10T20:18:02","date_gmt":"2026-05-10T12:18:02","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=776501"},"modified":"2026-05-10T20:18:02","modified_gmt":"2026-05-10T12:18:02","slug":"%e9%a9%ac%e5%98%89%e7%a5%ba%e7%bb%88%e4%ba%8e%e8%a2%ab%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%a8%b3%e7%a8%b3%e6%8e%a5%e4%bd%8f%e4%ba%86","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=776501","title":{"rendered":"\u201c\u9a6c\u5609\u797a\u201d\u7ec8\u4e8e\u88ab\u5927\u6a21\u578b\u201c\u7a33\u7a33\u63a5\u4f4f\u201d\u4e86"},"content":{"rendered":"
\n

\u6587 | \u5b57\u6bcdAI<\/p>\n<\/blockquote>\n

\u4f60\u6709\u88abAI“\u7a33\u7a33\u63a5\u4f4f”\u8fc7\u5417\uff1f<\/p>\n

\u524d\u6bb5\u65f6\u95f4\uff0cChatGPT<\/a>“\u8ff7\u604b”\u54e5\u5e03\u6797\u7684\u5c0f\u4e60\u60ef\u5728\u56fd\u5916\u7206\u706b\uff0cOpenAI<\/a>\u7279\u5730\u4e3a\u6b64\u53d1\u4e86\u4e00\u7bc7\u535a\u5ba2\uff0c\u7814\u7a76\u300a\u54e5\u5e03\u6797\u4ece\u54ea\u6765\u7684\u300b\u3002<\/p>\n

\u4ed6\u4eec\u53d1\u73b0\u8fd9\u6837\u7684\u5c0f\u4e60\u60ef\u5df2\u7ecf\u6df1\u5165ChatGPT\u7684“\u5e95\u5c42\u4ee3\u7801”\uff0c\u8981\u60f3\u6539\u8fc7\u6765\uff0c\u53ea\u80fd\u5728\u89c4\u5219\u91cc\u52a0\u4e00\u6761“\u6c38\u8fdc\u4e0d\u8981\u8c08\u8bba\u54e5\u5e03\u6797”\u3002<\/p>\n

\"\u201c\u9a6c\u5609\u797a\u201d\u7ec8\u4e8e\u88ab\u5927\u6a21\u578b\u201c\u7a33\u7a33\u63a5\u4f4f\u201d\u4e86\"<\/p>\n

\u800c\u5728\u4e2d\u6587\u4e92\u8054\u7f51\u4e0a\uff0c\u8981\u8bf4ChatGPT\u7684“\u57fa\u56e0”\uff0c\u8fd8\u5f97\u662f“\u7a33\u7a33\u63a5\u4f4f”——\u8fd9\u53e5\u8bdd\u5df2\u7ecf\u6210\u4e86\u7f51\u7edc\u70ed\u6897\uff0c\u8bde\u751f\u4e86\u5927\u91cf\u7684meme\u3002\u8fde\u5e26\u7740\u5404\u5927\u6a21\u578b\u5e38\u89c1\u7684“\u4eba\u673a\u5473\u8868\u8fbe”\u4e00\u8d77\uff0c\u5728\u7f51\u7edc\u4e0a\u75c5\u6bd2\u5f0f\u4f20\u64ad\u3002<\/p>\n

\u4f46\u4f60\u8bf4\u5427\uff0c\u8fd9\u4e9b\u8bdd\u672c\u8eab\u5176\u5b9e\u5e76\u4e0d\u7b97“\u4eba\u673a”\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u5f88\u6709\u611f\u60c5\uff0c\u53ea\u662f\u7528\u5f97\u592a\u591a\u592a\u987a\u624b\uff0c\u51e0\u4e4e\u6210\u4e86\u56fa\u5b9a\u56de\u7b54\uff0c\u624d\u56e0\u6b64\u663e\u5f97\u5ec9\u4ef7\u3002<\/p>\n

\"\u201c\u9a6c\u5609\u797a\u201d\u7ec8\u4e8e\u88ab\u5927\u6a21\u578b\u201c\u7a33\u7a33\u63a5\u4f4f\u201d\u4e86\"<\/p>\n

\u73b0\u5728\uff0c“\u6211\u4f1a\u7a33\u7a33\u5730\u63a5\u4f4f\u4f60”\u8fd9\u4e00ChatGPT\u8ff7\u56e0\u5df2\u7ecf\u706b\u5230\u6d77\u5916\u4e86\u3002<\/p>\n

\u300a\u8fde\u7ebf\u300b\u6742\u5fd7\uff08WIRED\uff09\u8fd1\u65e5\u53d1\u5e03\u4e86\u4e00\u7bc7\u6587\u7ae0\uff0c\u6807\u9898\u4e3a\u300aChatGPT\u5728\u7f8e\u56fd<\/a>\u60a3\u4e0a\u4e86“\u54e5\u5e03\u6797”\u72c2\u70ed\u75c7\uff0c\u800c\u5728\u4e2d\u56fd\uff0c\u5b83\u53ea\u60f3“\u7a33\u7a33\u5730\u63a5\u4f4f\u4f60”\u300b<\/strong>\u3002<\/p>\n

\u6587\u7ae0\u79f0\uff0c\u4e0d\u53ea\u662fChatGPT\uff0c\u53ef\u80fd\u5f88\u5feb\u5c31\u4f1a\u6709\u66f4\u591aAI\u6a21\u578b\u4e89\u5148\u6050\u540e\u5730\u8981“\u63a5\u4f4f”\u4f60\u4e86\u3002<\/p>\n

\u53e6\u4e00\u8fb9\uff0cMiniMax\u5de5\u7a0b\u56e2\u961f\u53d1\u5e03\u4e86\u4e00\u7bc7\u8be6\u7ec6\u7684\u5185\u90e8\u6392\u67e5\u62a5\u544a\uff0c\u628a\u4e4b\u524d“\u4e0d\u8ba4\u8bc6\u9a6c\u5609\u797a”\u7684\u95ee\u9898\u5f7b\u5e95\u7814\u7a76\u4e86\u4e00\u904d\u3002<\/p>\n

\u4ed6\u4eec\u53d1\u73b0\uff0c\u6a21\u578b\u4e0d\u662f“\u4e0d\u8ba4\u8bc6”\u9a6c\u5609\u797a\uff0c\u53ea\u662f“\u7231\u5728\u5fc3\u53e3\u96be\u5f00”\uff0c\u8bdd\u5230\u5634\u8fb9\u8bf4\u4e0d\u51fa\u6765\uff08\u4f46\u73b0\u5728\u80fd\u8bf4\u4e86\uff09\u3002<\/p>\n

\"\u201c\u9a6c\u5609\u797a\u201d\u7ec8\u4e8e\u88ab\u5927\u6a21\u578b\u201c\u7a33\u7a33\u63a5\u4f4f\u201d\u4e86\"<\/p>\n

ChatGPT\u7684“\u8d34\u5fc3”\u53e3\u7656<\/strong><\/h2>\n

\u65e0\u8bba\u662f\u8ba9ChatGPT\u89e3\u4e00\u9053\u6570\u5b66\u9898\uff0c\u8fd8\u662f\u7ed9\u5b83\u4e00\u6bb5\u751f\u6210\u56fe\u7247\u7684\u63d0\u793a\u8bcd\uff08prompt\uff09\uff0cChatGPT\u603b\u662f\u7279\u522b\u559c\u6b22\u8fd9\u4e48\u56de\u7b54\uff1a“\u6211\u4f1a\u7a33\u7a33\u5730\u63a5\u4f4f\u4f60”\u3002<\/p>\n

\u82f1\u6587\u539f\u6587\u7684\u5b57\u9762\u610f\u601d\u662f\uff1a“\u5f53\u4f60\u6389\u4e0b\u6765\u65f6\uff0c\u6211\u4f1a\u7a33\u7a33\u5730\u63a5\u4f4f\u4f60\uff08I will catch you steadily [when you fall]\uff09”\u3002<\/p>\n

\u8fd9\u53e5\u8bdd\u5728\u82f1\u6587\u8bed\u5883\u4e0b\uff0c\u8868\u793a“\u4e0d\u7ba1\u53d1\u751f\u4ec0\u4e48\uff0c\u6211\u90fd\u4f1a\u7a33\u7a33\u5730\u652f\u6301\u4f60”\u3002\u4f46\u5bf9\u4e8e\u4e60\u60ef\u4e86\u542b\u84c4\u7684\u4e2d\u6587\u6bcd\u8bed\u8005\u6765\u8bf4\uff0c\u8fd9\u79cd\u8868\u8fbe\u65b9\u5f0f\u4f3c\u4e4e\u6709\u4e9b\u8fc7\u5206\u4eb2\u6635\uff0c\u8ba9\u4eba\u5f88\u4e0d\u4e60\u60ef\u3002<\/p>\n

\u66f4\u4f55\u51b5\u8fd8\u6709\u8fdb\u9636\u7248\u672c\uff1a“\u6211\u5c31\u5728\u8fd9\u91cc\uff0c\u4e0d\u8eb2\uff0c\u4e0d\u9000\uff0c\u4e0d\u907f\uff0c\u4e0d\u9003\uff0c\u7a33\u7a33\u63a5\u4f4f\u4f60\u3002”<\/strong><\/p>\n

\u8fd9……\u611f\u89c9\u5c31\u8fde\u53e4\u65e9\u8a00\u60c5\u5c0f\u8bf4\u91cc\u6700\u6df1\u60c5\u7684\u6696\u7537\u90fd\u4e0d\u4f1a\u8fd9\u4e48\u8bf4\u8bdd\u5427\u3002<\/p>\n

\u5c24\u5176\u662f\uff0c\u8fd9\u4e2a\u53e5\u5f0f\u51fa\u73b0\u5f97\u4e5f\u592a\u9891\u7e41\u4e86\u4e9b\u3002\u542c\u4e00\u6b21\u8fd8\u597d\uff0c\u4e24\u6b21\u522b\u626d\uff0c\u4e09\u6b21\u56db\u6b21\u5c31\u8981\u5fcd\u4e0d\u4f4f\u7ffb\u767d\u773c\u4e86\u3002<\/p>\n

\u5c31\u8fdeOpenAI\u5b98\u65b9\u90fd\u5728GPT-image-2\u7684\u793a\u4f8b\u56fe\u91cc\u73a9\u6897\uff1a\u4e2d\u56fd\u7814\u7a76\u5458\u9648\u535a\u8fdc\u5bf9\u7740\u751f\u6210\u51fa\u6765\u7684\u56fe\u7247\u6293\u72c2“\u5b83\u53c8\u5b66\u4f1a\u4e86\u7a33\u7a33\u63a5\u4f4f\uff01”<\/p>\n

\"\u201c\u9a6c\u5609\u797a\u201d\u7ec8\u4e8e\u88ab\u5927\u6a21\u578b\u201c\u7a33\u7a33\u63a5\u4f4f\u201d\u4e86\"<\/p>\n

AI\u5199\u4f5c\u68c0\u6d4b\u5de5\u5177Pangram\u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u6267\u884c\u5b98Max Spero\u8868\u793a\uff0c\u8fd9\u79cd\u6a21\u578b\u6b7b\u54ac\u7740\u67d0\u4e2a\u7279\u5b9a\u77ed\u8bed\u4e0d\u653e\uff0c\u5e76\u8fc7\u5ea6\u4f7f\u7528\u5230\u8ba9\u4eba\u89c9\u5f97\u751f\u786c\u7684\u73b0\u8c61\uff0c\u88ab\u79f0\u4e3a“\u6a21\u5f0f\u5d29\u6e83”\uff08mode collapse\uff09<\/strong>\u3002<\/p>\n

\u8fd9\u901a\u5e38\u6e90\u4e8e\u540e\u8bad\u7ec3\uff08SFT\uff09\u9636\u6bb5\uff0c\u5728\u8fd9\u4e00\u9636\u6bb5\uff0cAI\u5b9e\u9a8c\u5ba4\u4f1a\u6839\u636e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u56de\u7b54\u7ed9\u4e88\u4eba\u5de5\u53cd\u9988\u3002<\/p>\n

Spero\u89e3\u91ca\u9053\uff1a“\u6211\u4eec\u4e0d\u77e5\u9053\u8be5\u5982\u4f55\u544a\u8bc9\u5b83\uff1a‘\u8fd9\u6837\u5199\u786e\u5b9e\u5f88\u597d\uff0c\u4f46\u5982\u679c\u4f60\u628a\u8fd9\u79cd\u597d\u53e5\u5f0f\u8fde\u752810\u6b21\uff0c\u90a3\u5b83\u5c31\u4e0d\u518d\u662f\u597d\u53e5\u5b50\u4e86\u3002’”<\/p>\n

\u300a\u8fde\u7ebf\u300b\u6742\u5fd7\u79f0\uff1a\u5bf9\u4e8eChatGPT\u4e3a\u4f55\u4f1a\u5bf9“\u6211\u4f1a\u7a33\u7a33\u5730\u63a5\u4f4f\u4f60”\u8fd9\u53e5\u8bdd\u8d70\u706b\u5165\u9b54\uff0c\u76ee\u524d\u6709\u4e24\u79cd\u6bd4\u8f83\u5408\u7406\u7684\u89e3\u91ca\u3002<\/p>\n

\u7b2c\u4e00\u79cd\u89e3\u91ca\u662f\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u6b21\u6781\u5176\u751f\u786c\u7684\u673a\u7ffb\u9020\u6210\u7684\u3002<\/p>\n

\u56e0\u4e3a\u8fd9\u53e5\u8bdd\u7684\u610f\u601d\u548c\u82f1\u8bed\u91cc\u7684“I've got you”\uff08\u6211\u61c2\u4f60\uff09\u975e\u5e38\u76f8\u4f3c\uff0c\u5728\u82f1\u8bed\u91cc\u662f\u4e00\u4e2a\u4e0d\u7a81\u5140\u7684\u4e07\u80fd\u56de\u590d\u3002\u4f46\u82f1\u6587\u91cc\u7684“I've got you”\u542c\u8d77\u6765\u8f7b\u677e\u53c8\u7b80\u6d01\uff0c\u800c\u4e2d\u6587\u91cc\u7684“\u6211\u4f1a\u7a33\u7a33\u63a5\u4f4f\u4f60”\u5c31\u6709\u4e9b\u7528\u529b\u8fc7\u731b\u3002<\/p>\n

\u4e00\u4f4d\u7528\u6237\u8fd8\u7ffb\u9605\u4e86\u81ea\u5df1\u7684\u804a\u5929\u8bb0\u5f55\u5c55\u793a\uff0c\u6a21\u578b\u7ecf\u5e38\u5728\u5e94\u8be5\u662f\u8868\u8fbe“\u7406\u89e3”\u7684\u5730\u65b9\u4f7f\u7528\u4e86“\u63a5\u4f4f”\u8fd9\u4e2a\u8bcd\uff0c\u8fd9\u8bf4\u660e\u6a21\u578b\u53ef\u80fd\u5728\u7279\u5b9a\u8bed\u5883\u4e0b\u8bef\u89e3\u4e86“\u63a5\u4f4f”\u7684\u771f\u5b9e\u542b\u4e49\u3002<\/p>\n

\u6709\u4e2d\u56fd\u5b66\u8005\u7814\u7a76\u53d1\u73b0\uff0c\u5f53\u4ed6\u4eec\u5206\u6790ChatGPT\u4e2d\u6587\u56de\u7b54\u7684\u8bed\u8a00\u7279\u5f81\uff08\u6bd4\u5982\u56de\u590d\u4e2d\u4f7f\u7528\u7684\u4ecb\u8bcd\u6570\u91cf\uff09\u65f6\uff0c\u53d1\u73b0\u5b83\u4eec\u66f4\u63a5\u8fd1\u82f1\u8bed\u7684\u5199\u4f5c\u4e60\u60ef\u3002<\/p>\n

\u5927\u591a\u6570\u897f\u65b9\u7684\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u662f\u4e3b\u8981\u57fa\u4e8e\u82f1\u8bed\u8bed\u6599\u5e93\u8bad\u7ec3\u51fa\u6765\u7684\uff0c\u54ea\u6015\u8fd9\u4e9b\u804a\u5929\u673a\u5668\u4eba\u80fd\u7528\u4e2d\u6587\u6d41\u5229\u5730\u804a\u4e0a\u4e00\u6574\u5929\uff0c\u6bcd\u8bed\u8005\u4e5f\u4f1a\u51ed\u501f\u76f4\u89c9\u611f\u5230\u54ea\u91cc\u4e0d\u5bf9\u52b2——\u5c31\u597d\u6bd4\u4e2d\u56fd\u4eba\u901a\u5e38\u80fd\u4e00\u773c\u770b\u51fa\u67d0\u672c\u5c0f\u8bf4\u662f\u4e0d\u662f\u4ece\u5916\u6587\u7ffb\u8bd1\u8fc7\u6765\u7684\u4e00\u6837\u3002<\/p>\n

\u6765\u81ea\u4e2d\u56fd\u7684Pangram\u521b\u610f\u6280\u672f\u4e13\u5bb6Lu Lyu\u8868\u793a\uff1a“\u8fd9\u79cd\u660e\u663e\u7684‘\u7ffb\u8bd1\u8154’\u88ab\u5e26\u5230\u4e86AI\u751f\u6210\u7684\u4e2d\u6587\u53e5\u5b50\u91cc\uff0c\u6bd4\u5982\u53e5\u5b50\u62c9\u5f97\u7279\u522b\u957f\uff0c\u6216\u8005\u7528\u4e86\u4e00\u4e9b\u5b8c\u5168\u6ca1\u5fc5\u8981\u7684\u53e5\u578b\u7ed3\u6784\u3002”<\/p>\n

\u53e6\u4e00\u79cd\u89e3\u91ca\u4e0e“\u6cbb\u7597\u8bed\u6001”\uff08therapyspeak\uff09\u7684\u5174\u8d77\u6709\u5173\u3002\u90a3\u4e9b\u539f\u672c\u53ea\u5728\u5fc3\u7406\u54a8\u8be2\u5ba4\u91cc\u4f7f\u7528\u7684\u4e13\u4e1a\u8868\u8fbe\uff0c\u73b0\u5728\u5df2\u7ecf\u5f00\u59cb\u6e17\u900f\u5230\u4e86\u4eba\u4eec\u7684\u65e5\u5e38\u5bf9\u8bdd\u4e2d\u3002<\/p>\n

\u5728ChatGPT\u628a\u8fd9\u53e5\u8bdd\u53d8\u6210\u7f51\u7edc\u70ed\u6897\u4e4b\u524d\uff0c“\u7a33\u7a33\u63a5\u4f4f”\u8fd9\u4e2a\u8bcd\u5728\u4e2d\u56fd\u57fa\u672c\u4e0a\u53ea\u4f1a\u5728\u5fc3\u7406\u6cbb\u7597\u7684\u8bed\u5883\u4e0b\u51fa\u73b0\uff08\u5f53\u7136\uff0c\u8fd9\u91cc\u6392\u9664\u4e86\u63a5\u4f4f\u98de\u6765\u7269\u4f53\u7684\u7eaf\u7269\u7406\u5b57\u9762\u610f\u601d\uff09\u3002<\/p>\n

\u300a\u8fde\u7ebf\u300b\u6742\u5fd7\u8868\u793a\uff0c\u5728\u4e2d\u6587\u5fc3\u7406\u5b66\u8bed\u5883\u91cc\uff0c\u8bf4\u8981“\u63a5\u4f4f”\u67d0\u4eba\uff0c\u610f\u601d\u662f\u4f60\u5728\u4e3a\u4ed6\u4eec\u63d0\u4f9b\u4e00\u4e2a“\u5305\u5bb9\u7684\u7a7a\u95f4”\uff08holding space\uff09\uff0c\u8ba9\u4ed6\u4eec\u80fd\u5b89\u5168\u5730\u503e\u8bc9\u81ea\u5df1\u7684\u60c5\u7eea\u3002<\/p>\n

\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0cAI\u6a21\u578b\u5df2\u7ecf\u53d8\u5f97\u8d8a\u6765\u8d8a\u4f1a“\u963f\u8c00\u5949\u627f”\uff0c\u8fd9\u79cd\u9022\u8fce\u8ba8\u597d\u662f“\u4eba\u7c7b\u5728\u8bc4\u4f30\u65f6\uff0c\u504f\u597d\u90a3\u4e9b\u987a\u4ece\u3001\u8ba8\u597d\u578b\u56de\u590d”\u7684\u540e\u679c\u3002<\/p>\n

\u5c31\u50cf\u662fOpenAI\u5728\u524d\u4e00\u7bc7\u300a\u54e5\u5e03\u6797\u4ece\u54ea\u6765\u7684\u300b\u7684\u535a\u5ba2\u4e2d\u6240\u8bb0\u5f55\u7684\u90a3\u6837\uff0c\u5373\u4f7f\u662f\u4e00\u4e2a\u6781\u5176\u5fae\u5c0f\u7684\u5956\u52b1\u4fe1\u53f7\uff0c\u4e5f\u53ef\u80fd\u50cf\u6eda\u96ea\u7403\u4e00\u6837\u8d8a\u6eda\u8d8a\u5927\uff0c\u6700\u7ec8\u6f14\u53d8\u6210\u4e00\u79cd\u5e7f\u6cdb\u5b58\u5728\u7684\u73b0\u8c61\u3002<\/p>\n

\u53e6\u5916\uff0c\u300a\u8fde\u7ebf\u300b\u6742\u5fd7\u8868\u793a\uff1a\u53ef\u80fd\u5f88\u5feb\u5c31\u4f1a\u6709\u66f4\u591aAI\u6a21\u578b\u4e89\u5148\u6050\u540e\u5730\u8981\u5728\u4f60\u8dcc\u5012\u65f6“\u63a5\u4f4f”\u4f60\u4e86\u3002<\/p>\n

\u6700\u8fd1\uff0c\u6709\u4e2d\u56fd\u7528\u6237\u5728\u793e\u4ea4\u5a92\u4f53<\/a>\u4e0a\u53d1\u5e16\u79f0\uff0c\u5305\u62ec\u6700\u65b0\u7248\u672c\u7684Claude\u548cDeepSeek\u5728\u5185\u7684\u5176\u4ed6\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e5f\u5f00\u59cb\u9891\u7e41\u5730\u8e66\u51fa\u8fd9\u53e5\u8bdd——\u53ef\u80fd\u662f\u56e0\u4e3a\u6a21\u578b\u8bad\u7ec3\u6750\u6599\u76f8\u4f3c\uff0c\u4e5f\u53ef\u80fd\u662f\u6a21\u578b\u4e4b\u95f4\u4e92\u76f8\u84b8\u998f\u3001\u4e92\u76f8\u5b66\u4e60\u5bfc\u81f4\u7684\u3002<\/p>\n

\u4f46\u65e0\u8bba\u5982\u4f55\uff0c\u8fd9\u53e5\u8bdd\u5728\u77ed\u65f6\u95f4\u5185\u662f\u4e0d\u4f1a\u4ece\u6211\u4eec\u7684\u89c6\u91ce\u91cc\u6d88\u5931\u4e86\u3002<\/p>\n

MiniMax\u7684“\u820c\u5c16”\u5931\u8bed<\/strong><\/h2>\n

\u8bf4\u5b8c\u4e86ChatGPT“\u7a33\u7a33\u63a5\u4f4f”\u5728\u6d77\u5916\u5f15\u8d77\u7684\u5173\u6ce8\uff0c\u518d\u6765\u770b\u770bMiniMax\u5728\u56fd\u5185“\u4e0d\u8ba4\u8bc6\u9a6c\u5609\u797a”\u5f15\u53d1\u7684\u601d\u8003\u3002<\/p>\n

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\u4e8e\u662f\u7f51\u4e0a\u5c31\u5f00\u59cb\u4f20\uff1a“MiniMax\u4e0d\u8ba4\u8bc6\u9a6c\u5609\u797a”“\u75db\u5931\u7c89\u4e1d\u7fa4\u4f53”\u3002<\/p>\n

\u8fd8\u6709\u4eba\u8c03\u4f83\u9053\uff0c\u8981\u662f\u4ee5\u540eOpenRouter\u4e0a\u5982\u679c\u53c8\u51fa\u73b0\u4e00\u4e2a\u533f\u540d\u6a21\u578b\uff0c\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e2a\u65b9\u5f0f\u5224\u65ad\u5b83\u662f\u4e0d\u662fMiniMax\u3002<\/p>\n

\u5f53\u7136\uff0c\u8fd9\u4e2a\u5224\u65ad\u65b9\u6cd5\u73b0\u5728\u80af\u5b9a\u662f\u884c\u4e0d\u901a\u4e86\uff0c\u56e0\u4e3aMiniMax\u5728M2.7\u5c31\u5df2\u7ecf\u4fee\u590d\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n

MiniMax\u5de5\u7a0b\u56e2\u961f\u6700\u8fd1\u8fd8\u53d1\u5e03\u4e86\u8be6\u7ec6\u7684\u5185\u90e8\u6392\u67e5\u62a5\u544a\uff0c\u628a\u8fd9\u4ef6\u4e8b\u5f7b\u5e95\u634b\u6e05\u695a\u4e86\uff0c\u8fd8\u628a\u5b83\u548c\u4e4b\u524d\u78b0\u5230\u7684\u5c0f\u8bed\u79cd\u4e71\u7801\u95ee\u9898\u7ed3\u5408\u8d77\u6765\uff0c\u5f97\u5230\u4e86\u4e00\u4e2a\u975e\u5e38\u76f4\u63a5\u7684\u89e3\u51b3\u529e\u6cd5\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0cMiniMax\u786e\u8ba4\u4ed6\u4eec\u7684M2.5\u6a21\u578b\u786e\u5b9e\u662f\u8ba4\u8bc6\u9a6c\u5609\u797a\u7684\uff0c\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u8bf4\u4e0d\u51fa\u6765\uff0c\u662f\u56e0\u4e3a\u540e\u8bad\u7ec3\u9636\u6bb5\u51fa\u73b0\u4e86\u4e00\u70b9\u5c34\u5c2c\u7684\u5c0f\u95ee\u9898\uff1a“\u5609\u797a”\u8fd9\u4e2a\u540d\u5b57\u56e0\u4e3a\u51fa\u73b0\u7684\u9891\u7387\u592a\u4f4e\uff0c\u88ab\u5927\u91cf\u7684\u566a\u97f3\u7ed9\u5e26\u6b6a\u4e86\u3002<\/strong><\/p>\n

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MiniMax\u68c0\u67e5\u4e86\u5206\u8bcd\u5668\u7684encode\u7ed3\u679c\uff0c\u53d1\u73b0“\u9a6c\u5609\u797a”\u88ab\u5207\u6210\u4e86\u4e24\u4e2atoken\uff0c\u5206\u522b\u662f“\u9a6c”\u548c“\u5609\u797a”\uff0c\u5bf9\u5e94token id\u662f[4143,190467]\uff0cdecode\u56de\u6765\u4e5f\u662f\u6b63\u5e38\u7684“\u9a6c\u5609\u797a”\u3002\u8fd9\u8bf4\u660e\uff0c\u81f3\u5c11\u6587\u672c\u548ctoken\u7684\u4e92\u8f6c\u8fc7\u7a0b\u6ca1\u6709\u95ee\u9898\u3002<\/p>\n

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MiniMax\u5728\u68c0\u67e5\u540e\u8bad\u7ec3\u6570\u636e\u7684\u65f6\u5019\u53d1\u73b0\uff0c\u540e\u8bad\u7ec3\u6570\u636e\u4e2d\u5305\u542b“\u5609\u797a”\u7684\u6837\u672c\u4e0d\u8db35\u6761\uff0c\u975e\u5e38\u5c11\u3002\u800c\u5bf9\u4e8e\u540e\u8bad\u7ec3\u6765\u8bf4\uff0c\u5982\u679c\u67d0\u4e2atoken\u51e0\u4e4e\u6ca1\u6709\u4f5c\u4e3a\u76ee\u6807\u7b54\u6848\u51fa\u73b0\uff0c\u5b83\u5728\u751f\u6210\u7aef\u5c31\u5f88\u96be\u7ee7\u7eed\u83b7\u5f97\u7a33\u5b9a\u8bad\u7ec3\u4fe1\u53f7\u3002<\/p>\n

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\u4e3a\u4e86\u56de\u7b54\u4e0a\u9762\u7684\u95ee\u9898\uff0cMiniMax\u628a\u6392\u67e5\u8303\u56f4\u7f29\u5c0f\u5230\u4e86\u6a21\u578b\u7684\u9996\u5c3e\u4e24\u7aef\uff1a\u8f93\u5165\u4fa7\u7684vocab embedding\uff0c\u4ee5\u53ca\u8f93\u51fa\u4fa7\u7684lm_head\u3002<\/p>\n

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MiniMax\u5bf9\u6bd4\u4e86\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u540e\u8bad\u7ec3\u6a21\u578b\u7684vocab embedding\uff0c\u53d1\u73b0“\u5609\u797a”\u5bf9\u5e94\u7684embedding\u51e0\u4e4e\u6ca1\u6709\u53d8\u5316\uff0c\u6574\u4f53\u4e5f\u5904\u4e8e\u6b63\u5e38\u5206\u5e03\u8303\u56f4\u5185\u3002<\/p>\n

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\u771f\u6b63\u5f02\u5e38\u7684\u662f\u8f93\u51fa\u4fa7\u7684lm_head\u3002<\/p>\n

MiniMax\u8ba1\u7b97\u4e86SFT\u524d\u540e\u6bcf\u4e2atoken\u5728lm_head\u4e2d\u7684\u5411\u91cf\u53d8\u5316\uff0c\u53d1\u73b0“\u5609\u797a”\u5bf9\u5e94\u7684lm_head\u5411\u91cf\u53d8\u5316\u975e\u5e38\u663e\u8457\u3002\u5b83\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5927\u5e45\u4e0b\u964d\uff0cL2 diff\u4e5f\u660e\u663e\u53d8\u5927\uff0c\u53d8\u5316\u5e45\u5ea6\u5728\u6574\u4e2a\u8bcd\u8868\u4e2d\u6392\u540d\u9760\u524d\u3002<\/p>\n

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