{"id":23169,"date":"2024-11-22T11:17:22","date_gmt":"2024-11-22T03:17:22","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23169"},"modified":"2024-11-22T11:17:22","modified_gmt":"2024-11-22T03:17:22","slug":"%e9%83%a8%e7%bd%b2%e8%87%aa%e5%b7%b1%e7%9a%84%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e4%b8%83%e7%a7%8d%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/11\/22\/23169\/","title":{"rendered":"\u90e8\u7f72\u81ea\u5df1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4e03\u79cd\u65b9\u6cd5"},"content":{"rendered":"
\u968f\u7740GenAI\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u6210\u4e3a\u4f01\u4e1a\u63d0\u5347\u7ade\u4e89\u529b\u7684\u5173\u952e\u3002<\/div>\n
\n
\n

\"\"<\/p>\n

\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e00\u4e2a\u65b0\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u662f\u4e00\u79cd\u9009\u62e9\uff0c\u4f46\u5bf9\u4e8e\u8bb8\u591a\u516c\u53f8\u6765\u8bf4\uff0c\u6210\u672c\u53ef\u80fd\u9ad8\u5f97\u96be\u4ee5\u627f\u53d7\u3002\u5e78\u8fd0\u7684\u662f\uff0c\u8fd8\u6709\u5176\u4ed6\u51e0\u79cd\u90e8\u7f72\u5b9a\u5236LLM\u7684\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u66f4\u5feb\u3001\u66f4\u5bb9\u6613\uff0c\u800c\u4e14\u6700\u91cd\u8981\u7684\u662f\uff0c\u66f4\u4fbf\u5b9c\u3002<\/p>\n

GenAI\u662f\u5386\u53f2\u4e0a\u53d1\u5c55\u6700\u5feb\u7684\u65b0\u6280\u672f\u3002\u5b83\u6b63\u5728\u6539\u53d8\u4e16\u754c\uff0c\u6839\u636e9\u6708\u53d1\u5e03\u7684\u7f8e\u56fd3000\u591a\u540d\u5728\u804c\u6210\u5e74\u4eba\u7684\u5b9e\u65f6\u4eba\u53e3\u8c03\u67e5\uff0c\u56db\u5206\u4e4b\u4e00\u7684\u4eba\u5728\u4e0a\u4e00\u5468\u81f3\u5c11\u4f7f\u7528\u8fc7\u4e00\u6b21GenAI\u8fdb\u884c\u5de5\u4f5c\uff0c\u8fd111%\u7684\u4eba\u6bcf\u5929\u90fd\u5728\u4f7f\u7528\u3002<\/p>\n

\u56e0\u6b64\uff0c\u4e0e\u4e92\u8054\u7f51\u76f8\u6bd4\uff0c\u8fd9\u9879\u65b0\u6280\u672f\u7684\u91c7\u7528\u901f\u5ea6\u5927\u7ea6\u5feb\u4e86\u4e00\u500d\u3002\u5728S&P Global Market Intelligence\u4ee3\u8868Weka\u53d1\u5e03\u7684\u4e00\u4efd\u6700\u8fd1\u62a5\u544a\u4e2d\uff0c88%\u7684\u53d7\u8bbf\u4f01\u4e1a\u4f7f\u7528GenAI\uff0c24%\u7684\u4f01\u4e1a\u5c06\u5176\u4f5c\u4e3a\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7684\u96c6\u6210\u80fd\u529b\u3002<\/p>\n

\u66f4\u5177\u4f53\u5730\u8bf4\uff0cLLM\u662f\u4e00\u79cd\u4e13\u6ce8\u4e8e\u6587\u672c\u548c\u4ee3\u7801\u800c\u4e0d\u662f\u56fe\u50cf\u6216\u97f3\u9891\u7684GenAI\uff0c\u5c3d\u7ba1\u6709\u4e9bLLM\u5df2\u7ecf\u5f00\u59cb\u6574\u5408\u4e0d\u540c\u7684\u6a21\u6001\u3002\u5f53\u524d\u4f01\u4e1a\u4e2d\u6700\u53d7\u6b22\u8fce\u7684LLM\u6709ChatGPT\u548c\u5176\u4ed6OpenAI GPT\u6a21\u578b\u3001Anthropic\u7684Claude\u3001Google\u7684Gemini\u3001Meta\u7684Llama\uff0c\u4ee5\u53ca\u7531Meta\u548cGoogle\u7684DeepMind\u524d\u5458\u5de5\u521b\u5efa\u7684\u5f00\u6e90\u9879\u76eeMistral\u3002<\/p>\n

\u968f\u7740\u52bf\u5934\u4e0d\u65ad\u589e\u5f3a\uff0c\u4ee5\u53ca\u884c\u4e1a\u538b\u529b\u8981\u6c42\u66f4\u76f4\u63a5\u5730\u5e94\u7528GenAI\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u516c\u53f8\u5f53\u524d\u5728\u90e8\u7f72LLM\u65f6\u9762\u4e34\u7684\u4e03\u79cd\u4e0d\u540c\u7a0b\u5ea6\u7684\u590d\u6742\u6027\uff0c\u4ee5\u53ca\u4ed6\u4eec\u4e3a\u786e\u4fdd\u7ade\u4e89\u4f18\u52bf\u800c\u613f\u610f\u4ed8\u51fa\u7684\u52aa\u529b\u3002<\/p>\n

\u5f15\u5165\u804a\u5929\u673a\u5668\u4eba<\/strong><\/p>\n

\u804a\u5929\u673a\u5668\u4eba\u662f\u516c\u53f8\u5728\u5de5\u4f5c\u4e2d\u5f00\u59cb\u4f7f\u7528GenAI\u7684\u6700\u7b80\u5355\u65b9\u5f0f\u3002\u5bf9\u4e8e\u98ce\u9669\u6700\u4f4e\u7684\u4f7f\u7528\u573a\u666f\uff0c\u5982AI\u9a71\u52a8\u7684\u4e92\u8054\u7f51\u641c\u7d22\u6216\u516c\u5171\u6587\u6863\u603b\u7ed3\uff0c\u6709\u514d\u8d39\u7684\u516c\u5171\u9009\u9879\u53ef\u4f9b\u9009\u62e9\u3002\u8fd9\u4e9b\u804a\u5929\u673a\u5668\u4eba\u4e5f\u6709\u4f01\u4e1a\u7248\uff0c\u4f9b\u5e94\u5546\u627f\u8bfa\u4fdd\u8bc1\u6240\u6709\u5bf9\u8bdd\u7684\u5b89\u5168\uff0c\u4e0d\u4f1a\u5c06\u5176\u7528\u4e8e\u8bad\u7ec3AI\u3002<\/p>\n

\u6839\u636eNetskope Threat Labs 7\u6708\u7684\u4e00\u4efd\u62a5\u544a\uff0c96%\u7684\u4f01\u4e1a\u4f7f\u7528GenAI\u804a\u5929\u673a\u5668\u4eba\uff0c\u4e00\u5e74\u524d\u8fd9\u4e00\u6bd4\u4f8b\u4e3a74%\u3002\u5728\u4f01\u4e1a\u4e2d\uff0cChatGPT\u662f\u6700\u53d7\u6b22\u8fce\u7684\u901a\u7528GenAI\u804a\u5929\u673a\u5668\u4eba\u5e73\u53f0\uff0c\u4f7f\u7528\u7387\u4e3a80%\u3002\u5176\u6b21\u662fMicrosoft Copilot\uff0c\u4f7f\u7528\u7387\u4e3a67%\uff0cGoogle Gemini\u7684\u4f7f\u7528\u7387\u4e3a51%\u3002<\/p>\n

\u6b64\u5916\uff0c\u4f01\u4e1a\u8f6f\u4ef6\u4f9b\u5e94\u5546\u8d8a\u6765\u8d8a\u591a\u5730\u5728\u5176\u5e73\u53f0\u4e2d\u5d4c\u5165GenAI\u529f\u80fd\u3002\u4f8b\u5982\uff0cGrammarly\u548cSalesforce\u90fd\u5177\u6709GenAI\u529f\u80fd\u3002\u5927\u591a\u6570\u4e3b\u8981\u7684\u4f01\u4e1a\u8f6f\u4ef6\u4f9b\u5e94\u5546\u8981\u4e48\u5df2\u7ecf\u63a8\u51fa\u4e86\u4e00\u4e9bGenAI\u529f\u80fd\uff0c\u8981\u4e48\u5df2\u5c06\u5176\u7eb3\u5165\u8def\u7ebf\u56fe\u3002<\/p>\n

\u201c\u5f53\u7136\uff0c\u4eca\u5e74\u4ee5\u53ca\u672a\u6765\u4e24\u5e74\uff0c\u4f60\u80fd\u5f52\u56e0\u4e8eGenAI\u7684\u5927\u90e8\u5206\u4ef7\u503c\u521b\u9020\uff0c\u5c06\u4f53\u73b0\u5728\u4f60\u7684\u641c\u7d22\u5f15\u64ce\u3001\u5e94\u7528\u7a0b\u5e8f\u548c\u5de5\u5177\u4e2d\u7684\u526f\u9a7e\u9a76\u6216\u52a9\u624b\u529f\u80fd\u4e0a\uff0c\u201d\u5168\u7403\u54a8\u8be2\u516c\u53f8SSA & Company\u5e94\u7528\u89e3\u51b3\u65b9\u6848\u8d1f\u8d23\u4ebaNick Kramer\u8868\u793a\u3002<\/p>\n

\u5728\u5176\u8bc4\u4f30\u4e2d\uff0cGartner\u9884\u6d4b\uff0c\u52302026\u5e74\uff0c\u8d85\u8fc780%\u7684\u4f01\u4e1a\u8f6f\u4ef6\u4f9b\u5e94\u5546\u5c06\u5177\u5907GenAI\u529f\u80fd\uff0c\u800c3\u6708\u65f6\u8fd9\u4e00\u6bd4\u4f8b\u8fd8\u4e0d\u52305%\u3002<\/p>\n

\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3<\/strong><\/p>\n

\u4e0b\u4e00\u4e2a\u6700\u5e38\u89c1\u7684GenAI\u90e8\u7f72\u7b56\u7565\u662f\u5728\u4f01\u4e1a\u5e73\u53f0\u4e2d\u6dfb\u52a0\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3(API)\u3002\u4f8b\u5982\uff0c\u5982\u679c\u5458\u5de5\u4f7f\u7528\u67d0\u4e2a\u5e94\u7528\u7a0b\u5e8f\u6765\u8ddf\u8e2a\u4f1a\u8bae\uff0c\u90a3\u4e48\u53ef\u4ee5\u4f7f\u7528API\u81ea\u52a8\u751f\u6210\u4f1a\u8bae\u8bb0\u5f55\u7684\u6458\u8981\u3002Gartner\u8868\u793a\uff0c\u52302026\u5e74\uff0c\u8d85\u8fc730%\u7684API\u9700\u6c42\u589e\u957f\u5c06\u6765\u81eaGenAI\u3002<\/p>\n

\u201c\u4f60\u53ef\u4ee5\u901a\u8fc7\u57fa\u4e8e\u4f7f\u7528\u91cf\u7684\u5b9a\u4ef7\u6a21\u578b\u8bbf\u95ee\u5927\u578b\u79d1\u6280\u516c\u53f8\u521b\u5efa\u7684\u5546\u7528LLM\u7684API\uff0c\u201dKearney\u6570\u5b57\u548c\u5206\u6790\u5b9e\u8df5\u5408\u4f19\u4ebaBharath Thota\u8868\u793a\u3002\u201c\u8bb8\u591a\u4e91\u63d0\u4f9b\u5546\u8ba9\u4eba\u4eec\u80fd\u591f\u8f7b\u677e\u8bbf\u95ee\u8fd9\u4e9bLLM\u3002\u201d<\/p>\n

\u4ed6\u8868\u793a\uff0c\u5bf9\u4e8e\u50cf\u603b\u7ed3\u62a5\u544a\u8fd9\u6837\u7684\u4efb\u52a1\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528LLM\uff0c\u800c\u65e0\u9700\u68c0\u7d22\u589e\u5f3a\u751f\u6210(RAG)\u5d4c\u5165\u6216\u5fae\u8c03;\u53ea\u9700\u4f7f\u7528\u63d0\u793a\u672c\u8eab\uff0c\u4f46\u8fd9\u53d6\u51b3\u4e8e\u9700\u8981\u89e3\u51b3\u7684\u4e1a\u52a1\u95ee\u9898\u3002\u8fd9\u662f\u4e00\u79cd\u4f4e\u98ce\u9669\u3001\u4f4e\u6210\u672c\u7684\u65b9\u5f0f\uff0c\u53ef\u4ee5\u5728\u4e0d\u4ea7\u751f\u5927\u91cf\u5f00\u9500\u7684\u60c5\u51b5\u4e0b\u4e3a\u4f01\u4e1a\u7cfb\u7edf\u6dfb\u52a0GenAI\u529f\u80fd\u3002\u8fd9\u4e5f\u662f\u516c\u53f8\u5b66\u4e60\u8fd9\u4e9bAPI\u7684\u5de5\u4f5c\u539f\u7406\u4ee5\u53ca\u5982\u4f55\u521b\u5efa\u6709\u6548\u63d0\u793a\u7684\u673a\u4f1a\u3002<\/p>\n

\u6839\u636eOpenAI\u7684\u6570\u636e\uff0c92%\u7684\u300a\u8d22\u5bcc\u300b500\u5f3a\u516c\u53f8\u6b63\u5728\u4f7f\u7528\u5176API\uff0c\u5e76\u4e14\u7531\u4e8e\u65b0\u6a21\u578b\u7684\u53d1\u5e03\u3001\u6210\u672c\u964d\u4f4e\u548c\u6027\u80fd\u63d0\u9ad8\uff0c\u81ea7\u6708\u4ee5\u6765\u5176\u4f7f\u7528\u91cf\u5df2\u7ffb\u500d\u3002<\/p>\n

\u5411\u91cf\u6570\u636e\u5e93\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/strong><\/p>\n

\u5bf9\u4e8e\u5927\u591a\u6570\u5e0c\u671b\u5b9a\u5236\u5176LLM\u7684\u516c\u53f8\u6765\u8bf4\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210(RAG)\u662f\u6700\u4f73\u9009\u62e9\u3002\u5982\u679c\u6709\u4eba\u8c08\u8bba\u5d4c\u5165\u6216\u5411\u91cf\u6570\u636e\u5e93\uff0c\u901a\u5e38\u6307\u7684\u5c31\u662f\u8fd9\u4e2a\u3002\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u662f\uff0c\u5982\u679c\u7528\u6237\u8be2\u95ee\u6709\u5173\u516c\u53f8\u653f\u7b56\u6216\u4ea7\u54c1\u7684\u95ee\u9898\uff0c\u8be5\u95ee\u9898\u4e0d\u4f1a\u7acb\u5373\u53d1\u9001\u7ed9LLM\u3002\u76f8\u53cd\uff0c\u5b83\u4f1a\u9996\u5148\u8fdb\u884c\u5904\u7406\uff0c\u4ee5\u786e\u5b9a\u7528\u6237\u662f\u5426\u6709\u6743\u8bbf\u95ee\u8be5\u4fe1\u606f\u3002\u5982\u679c\u6709\u8bbf\u95ee\u6743\u9650\uff0c\u5219\u4f1a\u68c0\u7d22\u6240\u6709\u53ef\u80fd\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u901a\u5e38\u662f\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u3002\u7136\u540e\uff0c\u5c06\u95ee\u9898\u548c\u76f8\u5173\u4fe1\u606f\u53d1\u9001\u7ed9LLM\uff0c\u5e76\u5d4c\u5165\u5230\u4e00\u4e2a\u4f18\u5316\u540e\u7684\u63d0\u793a\u4e2d\uff0c\u8be5\u63d0\u793a\u8fd8\u53ef\u80fd\u6307\u5b9a\u7b54\u6848\u7684\u9996\u9009\u683c\u5f0f\u548cLLM\u5e94\u4f7f\u7528\u7684\u8bed\u6c14\u3002<\/p>\n

\u5411\u91cf\u6570\u636e\u5e93\u662f\u4e00\u79cd\u901a\u8fc7\u4e00\u7cfb\u5217\u5217\u8868\u6765\u4f01\u4e1a\u4fe1\u606f\u7684\u65b9\u5f0f\uff0c\u6bcf\u4e2a\u5217\u8868\u90fd\u6839\u636e\u4e0d\u540c\u7684\u5c5e\u6027\u8fdb\u884c\u6392\u5e8f\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6709\u4e00\u4e2a\u6309\u5b57\u6bcd\u987a\u5e8f\u6392\u5217\u7684\u5217\u8868\uff0c\u90a3\u4e48\u4f60\u7684\u56de\u590d\u5728\u8be5\u987a\u5e8f\u4e2d\u8d8a\u63a5\u8fd1\uff0c\u5c31\u8d8a\u76f8\u5173\u3002\u5b57\u6bcd\u987a\u5e8f\u5217\u8868\u662f\u4e00\u7ef4\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4f46\u5b83\u4eec\u53ef\u4ee5\u6709\u65e0\u9650\u7ef4\u5ea6\uff0c\u5141\u8bb8\u4f60\u6839\u636e\u4e0e\u4efb\u610f\u6570\u91cf\u56e0\u7d20\u7684\u63a5\u8fd1\u5ea6\u6765\u641c\u7d22\u76f8\u5173\u7b54\u6848\u3002\u8fd9\u4f7f\u5f97\u5b83\u4eec\u975e\u5e38\u9002\u5408\u4e0eLLM\u7ed3\u5408\u4f7f\u7528\u3002<\/p>\n

\u201c\u73b0\u5728\uff0c\u6211\u4eec\u6b63\u5728\u5c06\u6240\u6709\u5185\u5bb9\u8f6c\u6362\u4e3a\u5411\u91cf\u6570\u636e\u5e93\uff0c\u201d\u9500\u552e\u53c2\u4e0e\u5e73\u53f0\u4f9b\u5e94\u5546Salesloft\u7684\u9996\u5e2d\u4ea7\u54c1\u548c\u5de5\u7a0b\u5b98Ellie Fields\u8868\u793a\u3002\u201c\u662f\u7684\uff0c\u5b83\u4eec\u786e\u5b9e\u6709\u6548\u3002\u201d<\/p>\n

\u5979\u8bf4\uff0c\u8fd9\u6bd4\u4f7f\u7528\u7b80\u5355\u6587\u6863\u6765\u4e3aLLM\u67e5\u8be2\u63d0\u4f9b\u4e0a\u4e0b\u6587\u66f4\u6709\u6548\u3002\u8be5\u516c\u53f8\u4e3b\u8981\u4f7f\u7528ChromaDB\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5411\u91cf\u5b58\u50a8\u5e93\uff0c\u5176\u4e3b\u8981\u7528\u9014\u662f\u4e3aLLM\u670d\u52a1\u3002Salesloft\u4f7f\u7528\u7684\u53e6\u4e00\u4e2a\u5411\u91cf\u6570\u636e\u5e93\u662fPGVector\uff0c\u8fd9\u662fPostgreSQL\u6570\u636e\u5e93\u7684\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u7d22\u6269\u5c55\u3002<\/p>\n

\u201c\u4f46\u6211\u4eec\u4e5f\u4f7f\u7528FAISS\u548cPinecone\u8fdb\u884c\u4e86\u4e00\u4e9b\u7814\u7a76\uff0c\u201dFields\u8868\u793a\u3002FAISS(Facebook AI Similarity Search)\u662fMeta\u63d0\u4f9b\u7684\u5f00\u6e90\u5e93\uff0c\u652f\u6301\u5728\u591a\u5a92\u4f53\u6587\u6863\u4e2d\u8fdb\u884c\u76f8\u4f3c\u6027\u641c\u7d22\u3002<\/p>\n

Pinecone\u662f\u4e00\u4e2a\u4e13\u6709\u7684\u57fa\u4e8e\u4e91\u7684\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4e5f\u53d7\u5230\u5f00\u53d1\u8005\u7684\u6b22\u8fce\uff0c\u5176\u514d\u8d39\u5c42\u7ea7\u652f\u6301\u591a\u8fbe10\u4e07\u4e2a\u5411\u91cf\u3002\u4e00\u65e6\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u5230\u76f8\u5173\u4fe1\u606f\u5e76\u5d4c\u5165\u5230\u63d0\u793a\u4e2d\uff0c\u5c31\u4f1a\u5c06\u5176\u53d1\u9001\u5230\u5728Microsoft Azure\u4e0a\u79c1\u6709\u5b9e\u4f8b\u4e2d\u8fd0\u884c\u7684OpenAI\u3002<\/p>\n

\u201c\u6211\u4eec\u8ba9Azure\u5728\u6211\u4eec\u7684\u5e73\u53f0\u4e0a\u901a\u8fc7\u4e86\u65b0\u5b50\u5904\u7406\u5668\u7684\u8ba4\u8bc1\uff0c\u201dFields\u8868\u793a\u3002\u201c\u6211\u4eec\u603b\u662f\u4f1a\u8ba9\u5ba2\u6237\u77e5\u9053\u6211\u4eec\u6709\u4e86\u65b0\u7684\u4fe1\u606f\u5904\u7406\u5668\u3002\u201d<\/p>\n

\u4f46Salesloft\u4e5f\u4e0eGoogle\u548cIBM\u5408\u4f5c\uff0c\u5e76\u4e14\u6b63\u5728\u5f00\u53d1\u4e00\u79cd\u4e5f\u4f7f\u7528\u8fd9\u4e9b\u5e73\u53f0\u7684GenAI\u529f\u80fd\u3002<\/p>\n

\u201c\u6211\u4eec\u80af\u5b9a\u4f1a\u4e0e\u4e0d\u540c\u7684\u4f9b\u5e94\u5546\u548c\u4e0d\u540c\u7684\u6a21\u578b\u5408\u4f5c\uff0c\u201d\u5979\u8868\u793a\u3002\u201c\u60c5\u51b5\u6bcf\u5468\u90fd\u5728\u53d8\u5316\u3002\u5982\u679c\u4f60\u4e0d\u770b\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u4f60\u5c31\u4f1a\u9519\u5931\u826f\u673a\u3002\u201d\u56e0\u6b64\uff0cRAG\u5141\u8bb8\u4f01\u4e1a\u5c06\u4e13\u6709\u6570\u636e\u4e0e\u6a21\u578b\u672c\u8eab\u5206\u79bb\uff0c\u4ece\u800c\u80fd\u591f\u66f4\u8f7b\u677e\u5730\u968f\u7740\u66f4\u597d\u6a21\u578b\u7684\u53d1\u5e03\u800c\u66f4\u6362\u6a21\u578b\u3002\u6b64\u5916\uff0c\u5411\u91cf\u6570\u636e\u5e93\u53ef\u4ee5\u5b9e\u65f6\u66f4\u65b0\uff0c\u65e0\u9700\u5bf9\u6a21\u578b\u8fdb\u884c\u66f4\u591a\u7684\u5fae\u8c03\u6216\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n

\u6709\u65f6\u4e0d\u540c\u7684\u6a21\u578b\u6709\u4e0d\u540c\u7684API\u3002\u4f46\u66f4\u6362\u6a21\u578b\u4ecd\u7136\u6bd4\u91cd\u65b0\u8bad\u7ec3\u66f4\u5bb9\u6613\u3002\u201c\u6211\u4eec\u8fd8\u6ca1\u6709\u627e\u5230\u4e00\u4e2a\u4f7f\u7528\u573a\u666f\uff0c\u901a\u8fc7\u5fae\u8c03\u800c\u4e0d\u662f\u5411\u91cf\u6570\u636e\u5e93\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\uff0c\u201dFields\u8865\u5145\u9053\u3002\u201c\u6211\u76f8\u4fe1\u6709\u8fd9\u6837\u7684\u4f7f\u7528\u573a\u666f\uff0c\u4f46\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6211\u4eec\u8fd8\u6ca1\u6709\u627e\u5230\u4e00\u4e2a\u8868\u73b0\u66f4\u597d\u7684\u3002\u201d<\/p>\n

Salesloft\u63a8\u51fa\u7684LLM\u7684\u9996\u6279\u5e94\u7528\u4e4b\u4e00\u662f\u6dfb\u52a0\u4e86\u4e00\u4e2a\u529f\u80fd\uff0c\u8ba9\u5ba2\u6237\u80fd\u591f\u4e3a\u6f5c\u5728\u5ba2\u6237\u751f\u6210\u9500\u552e\u7535\u5b50\u90ae\u4ef6\u3002\u201c\u5ba2\u6237\u8981\u82b1\u5f88\u591a\u65f6\u95f4\u6765\u5199\u8fd9\u4e9b\u7535\u5b50\u90ae\u4ef6\uff0c\u201dFields\u8868\u793a\u3002\u201c\u5f88\u96be\u5f00\u59cb\uff0c\u800c\u4e14\u7ecf\u5e38\u4f1a\u9047\u5230\u5199\u4f5c\u969c\u788d\u3002\u201d\u6240\u4ee5\u73b0\u5728\u5ba2\u6237\u53ef\u4ee5\u6307\u5b9a\u76ee\u6807\u4eba\u7269\u3001\u4ef7\u503c\u4e3b\u5f20\u548c\u884c\u52a8\u53f7\u53ec\uff0c\u7136\u540e\u4ed6\u4eec\u4f1a\u6536\u5230\u4e09\u5c01\u4e0d\u540c\u7684\u7535\u5b50\u90ae\u4ef6\u8349\u7a3f\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8fdb\u884c\u4e2a\u6027\u5316\u5b9a\u5236\u3002<\/p>\n

\u672c\u5730\u8fd0\u884c\u7684\u5f00\u6e90\u6a21\u578b<\/strong><\/p>\n

Constellation Research\u526f\u603b\u88c1\u517c\u9996\u5e2d\u5206\u6790\u5e08Andy Thurai\u6e05\u695a\u5730\u770b\u5230\uff0c\u5f00\u6e90LLM\u5df2\u7ecf\u53d8\u5f97\u975e\u5e38\u5f3a\u5927\u3002\u4f8b\u5982\uff0cMeta\u521a\u521a\u53d1\u5e03\u4e86\u5177\u6709\u65b0\u89c6\u89c9\u529f\u80fd\u7684\u51e0\u79cd\u5c3a\u5bf8\u7684Llama 3.2\u6a21\u578b\uff0c\u5e76\u8868\u793a\u8fd9\u4e9b\u6a21\u578b\u5df2\u88ab\u4e0b\u8f7d\u4e86\u8fd13.5\u4ebf\u6b21\uff0c\u5728\u4e00\u5e74\u5185\u589e\u957f\u4e8610\u500d\uff0c\u5e76\u4e14\u67096\u4e07\u591a\u4e2a\u9488\u5bf9\u7279\u5b9a\u4f7f\u7528\u573a\u666f\u8fdb\u884c\u5fae\u8c03\u7684\u884d\u751f\u6a21\u578b\u3002<\/p>\n

\u6839\u636eChatbot Arena LLM\u6392\u884c\u699c\uff0cMeta\u7684\u9876\u7ea7Llama\u6a21\u578b\u5728\u8d28\u91cf\u4e0a\u4e0eOpenAI\u7684GPT 4\u548cAnthropic\u7684Claude 3.5 Sonnet\u76f8\u5f53\u3002<\/p>\n

\u201c\u867d\u7136Llama\u5177\u6709\u65e9\u671f\u4f18\u52bf\uff0c\u4f46\u8bb8\u591a\u5176\u4ed6\u4f01\u4e1a\u516c\u53f8\u4e5f\u5728\u521b\u5efa\u81ea\u5df1\u7684\u5f00\u6e90LLM\u7248\u672c\uff0c\u201dThurai\u8868\u793a\uff0c\u5305\u62ecIBM\u7684Granite\u6a21\u578b\u3001AWS\u7684Titan\uff0c\u4ee5\u53caGoogle\u7684\u51e0\u4e2a\u5f00\u6e90\u6a21\u578b\u3002\u9274\u4e8e\u8fd9\u79cd\u589e\u957f\u8d8b\u52bf\uff0cAPI\u516c\u53f8Kong\u6700\u8fd1\u5bf9\u6570\u767e\u540dIT\u4e13\u4e1a\u4eba\u58eb\u548c\u5546\u4e1a\u9886\u8896\u8fdb\u884c\u4e86\u4e00\u9879\u8c03\u67e5\uff0c\u7ed3\u679c\u663e\u793a\u5927\u591a\u6570\u4f01\u4e1a\u76f4\u63a5\u4f7f\u7528\u6216\u901a\u8fc7Azure AI\u4f7f\u7528OpenAI\uff0c\u5176\u6b21\u662fGoogle Gemini\uff0c\u800cMeta\u7684Llama\u4f4d\u5c45\u7b2c\u4e09\u3002<\/p>\n

\u5f00\u6e90\u6a21\u578b\u6709\u591a\u79cd\u5c3a\u5bf8\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u6765\u8bf4\u662f\u4e00\u4e2a\u4f18\u52bf\uff0c\u56e0\u4e3a\u8f83\u5c0f\u7684\u6a21\u578b\u66f4\u4fbf\u5b9c\u3001\u66f4\u5feb\u3002<\/p>\n

\u201c\u8bb8\u591a\u4f01\u4e1a\u6b63\u5728\u4ece\u8bd5\u9a8c\u9636\u6bb5\u8f6c\u5411\u90e8\u7f72\u6a21\u5f0f\uff0c\u63a8\u7406\u548c\u4f18\u5316\u7684\u6210\u672c\u6b63\u5728\u6210\u4e3a\u4e00\u4e2a\u5927\u95ee\u9898\uff0c\u201d\u56fe\u62c9\u4f0a(Thurai)\u8bf4\u3002\u201c\u4ed6\u4eec\u4e2d\u7684\u5f88\u591a\u4eba\u5728\u60f3\u8981\u90e8\u7f72\u7684\u89c4\u6a21\u4e0a\u906d\u9047\u4e86\u6210\u672c\u51b2\u51fb\u3002\u201d<\/p>\n

\u603b\u90e8\u4f4d\u4e8e\u6ce2\u58eb\u987f\u7684Ikigai Labs\u4e5f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5e73\u53f0\uff0c\u5141\u8bb8\u516c\u53f8\u6784\u5efa\u5b9a\u5236\u7684\u5927\u578b\u56fe\u5f62\u6a21\u578b\uff0c\u6216\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002\u4f46\u4e3a\u4e86\u8ba9\u754c\u9762\u66f4\u6613\u4e8e\u4f7f\u7528\uff0cIkigai\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u4e3a\u5176\u524d\u7aef\u63d0\u4f9b\u652f\u6301\u3002\u4f8b\u5982\uff0c\u8be5\u516c\u53f8\u4f7f\u7528\u4e86\u62e5\u670970\u4ebf\u53c2\u6570\u7684Falcon\u5f00\u6e90LLM\uff0c\u5e76\u5728\u81ea\u5df1\u7684\u73af\u5883\u4e2d\u4e3a\u4e00\u4e9b\u5ba2\u6237\u8fd0\u884c\u5b83\u3002<\/p>\n

Ikigai\u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u8054\u5408\u9996\u5e2d\u6267\u884c\u5b98\u5fb7\u74e6\u592b\u62c9\u7279\u00b7\u6c99\u963f(Devavrat Shah)\u8868\u793a\uff0c\u4e3a\u4e86\u7ed9LLM\u63d0\u4f9b\u4fe1\u606f\uff0cIkigai\u4f7f\u7528\u4e86\u4e00\u4e2a\u4e5f\u5728\u672c\u5730\u8fd0\u884c\u7684\u5411\u91cf\u6570\u636e\u5e93\u3002\u201c\u56db\u5e74\u524d\u5728\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff0c\u6211\u548c\u6211\u7684\u4e00\u4e9b\u5b66\u751f\u8bd5\u9a8c\u4e86\u5927\u91cf\u7684\u5411\u91cf\u6570\u636e\u5e93\uff0c\u201d\u540c\u65f6\u4e5f\u662f\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u6559\u6388\u7684\u6c99\u963f\u8bf4\u3002\u201c\u6211\u77e5\u9053\u5b83\u4f1a\u6709\u7528\uff0c\u4f46\u6ca1\u60f3\u5230\u8fd9\u4e48\u6709\u7528\u3002\u201d<\/p>\n

\u4ed6\u8bf4\uff0c\u5c06\u6a21\u578b\u548c\u5411\u91cf\u6570\u636e\u5e93\u90fd\u4fdd\u6301\u5728\u672c\u5730\u610f\u5473\u7740\u6570\u636e\u4e0d\u4f1a\u6cc4\u9732\u7ed9\u7b2c\u4e09\u65b9\u3002\u201c\u5bf9\u4e8e\u613f\u610f\u5c06\u67e5\u8be2\u53d1\u9001\u7ed9\u5176\u4ed6\u4eba\u7684\u5ba2\u6237\uff0c\u6211\u4eec\u4f7f\u7528OpenAI\uff0c\u201d\u6c99\u963f\u8bf4\u3002\u201c\u6211\u4eec\u5bf9LLM\u6301\u5f00\u653e\u6001\u5ea6\u3002\u201d<\/p>\n

\u8fd8\u6709\u666e\u534e\u6c38\u9053\uff0c\u8be5\u516c\u53f8\u6784\u5efa\u4e86\u81ea\u5df1\u7684ChatPwC\u5de5\u5177\uff0c\u5e76\u4e14\u4e5f\u5bf9LLM\u6301\u5f00\u653e\u6001\u5ea6\u3002\u201cChatPwC\u8ba9\u6211\u4eec\u7684\u5458\u5de5\u66f4\u6709\u80fd\u529b\uff0c\u201d\u8be5\u516c\u53f8\u5408\u4f19\u4eba\u517cGenAI(gen AI)\u5e02\u573a\u5316\u6218\u7565\u8d1f\u8d23\u4eba\u5e03\u96f7\u7279\u00b7\u683c\u6797\u65af\u5766(Bret Greenstein)\u8bf4\u3002\u4f8b\u5982\uff0c\u5b83\u5305\u542b\u9884\u6784\u5efa\u7684\u63d0\u793a\u548c\u5d4c\u5165\uff0c\u4ee5\u5b9e\u73b0\u8bf8\u5982\u751f\u6210\u804c\u4f4d\u63cf\u8ff0\u7b49\u7528\u4f8b\u3002\u201c\u8fd9\u662f\u4e3a\u4e86\u4f7f\u7528\u6211\u4eec\u7684\u683c\u5f0f\u3001\u6a21\u677f\u548c\u672f\u8bed\uff0c\u201d\u4ed6\u8bf4\u3002\u201c\u4e3a\u4e86\u521b\u5efa\u8fd9\u4e2a\uff0c\u6211\u4eec\u6709\u4eba\u529b\u8d44\u6e90\u3001\u6570\u636e\u548c\u63d0\u793a\u4e13\u5bb6\uff0c\u6211\u4eec\u4f18\u5316\u4e86\u7528\u4f8b\u4ee5\u751f\u6210\u826f\u597d\u3001\u4e00\u81f4\u7684\u804c\u4f4d\u53d1\u5e03\u3002\u73b0\u5728\uff0c\u6700\u7ec8\u7528\u6237\u4e0d\u9700\u8981\u77e5\u9053\u5982\u4f55\u63d0\u793a\u6765\u751f\u6210\u804c\u4f4d\u63cf\u8ff0\u3002\u201d<\/p>\n

\u8be5\u5de5\u5177\u6784\u5efa\u4e8eMicrosoft Azure\u4e4b\u4e0a\uff0c\u8be5\u516c\u53f8\u8fd8\u4e3a\u5176\u6784\u5efa\u4e86\u9002\u7528\u4e8eGoogle Cloud Platform\u548cAWS\u7684\u7248\u672c\u3002\u201c\u6211\u4eec\u5fc5\u987b\u670d\u52a1\u6211\u4eec\u7684\u5ba2\u6237\uff0c\u800c\u4ed6\u4eec\u5728\u6bcf\u4e00\u7247\u4e91\u4e0a\u90fd\u5b58\u5728\uff0c\u201d\u683c\u6797\u65af\u5766\u8bf4\u3002\u540c\u6837\uff0c\u5b83\u4e5f\u88ab\u4f18\u5316\u4e3a\u5728\u540e\u7aef\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u56e0\u4e3a\u8fd9\u5c31\u662f\u5ba2\u6237\u7684\u9700\u6c42\u3002\u201c\u6211\u4eec\u8ba9\u6bcf\u4e00\u4e2a\u4e3b\u8981\u6a21\u578b\u90fd\u8fd0\u884c\u8d77\u6765\uff0c\u201d\u4ed6\u8865\u5145\u8bf4\u3002\u201cClaude\u3001Anthropic\u3001OpenAI\u3001Llama\u3001Falcon\u2014\u2014\u6211\u4eec\u5e94\u6709\u5c3d\u6709\u3002\u201d<\/p>\n

\u5f53\u7136\uff0c\u5e02\u573a\u6b63\u5728\u5feb\u901f\u53d8\u5316\uff0c\u683c\u6797\u65af\u5766\u5efa\u8bae\u4f01\u4e1a\u5bf9\u4eba\u5de5\u667a\u80fd\u90e8\u7f72\u91c7\u53d6\u65e0\u6094\u653f\u7b56\u3002<\/p>\n

\u201c\u4eba\u4eec\u53ef\u4ee5\u505a\u5f88\u591a\u4e8b\u60c5\uff0c\u6bd4\u5982\u72ec\u7acb\u4e8e\u6a21\u578b\u6784\u5efa\u81ea\u5df1\u7684\u6570\u636e\uff0c\u5e76\u5efa\u7acb\u6cbb\u7406\u4f53\u7cfb\uff0c\u201d\u4ed6\u8bf4\u3002\u7136\u540e\uff0c\u5f53\u5e02\u573a\u53d1\u751f\u53d8\u5316\uff0c\u65b0\u7684\u6a21\u578b\u548c\u6280\u672f\u51fa\u73b0\u65f6\uff0c\u6570\u636e\u548c\u6cbb\u7406\u7ed3\u6784\u4ecd\u7136\u5177\u6709\u76f8\u5173\u6027\u3002<\/p>\n

\u5fae\u8c03<\/strong><\/p>\n

\u7ba1\u7406\u54a8\u8be2\u516c\u53f8AArete\u5728AWS Bedrock\u7684Claude 2.5 Sonnet\u4e0a\u4f7f\u7528\u57fa\u4e8e\u5c11\u91cf\u5b66\u4e60\u7684\u5fae\u8c03\u3002\u201c\u6211\u4eec\u662fAWS Bedrock\u5728\u7f8e\u56fd\u4e1c\u90e8-1\u533a\u57df\u7684\u6700\u5927\u7528\u6237\uff0c\u201d\u8be5\u516c\u53f8\u6570\u5b57\u6280\u672f\u670d\u52a1\u526f\u603b\u88c1\u666e\u4e3d\u96c5\u00b7\u4f0a\u62c9\u52a0\u74e6\u62c9\u666e(Priya Iragavarapu)\u8bf4\u3002\u201c\u6211\u4eec\u5df2\u7ecf\u80fd\u591f\u6709\u6548\u5730\u5c06\u6211\u4eec\u7684GenAI\u5e94\u7528\u6295\u5165\u751f\u4ea7\u3002\u201d<\/p>\n

\u5982\u679cAArete\u4f7f\u7528\u6258\u7ba1\u6a21\u578b\u5e76\u901a\u8fc7API\u8fde\u63a5\u5230\u5b83\uff0c\u5c31\u4f1a\u4ea7\u751f\u4fe1\u4efb\u95ee\u9898\u3002\u201c\u6211\u4eec\u62c5\u5fc3\u63d0\u793a\u4e2d\u7684\u6570\u636e\u6700\u7ec8\u4f1a\u53bb\u5411\u4f55\u65b9\uff0c\u201d\u5979\u8bf4\u3002\u201c\u6211\u4eec\u4e0d\u60f3\u5192\u8fd9\u4e9b\u98ce\u9669\u3002\u201d<\/p>\n

\u5728\u9009\u62e9\u5f00\u6e90\u6a21\u578b\u65f6\uff0c\u5979\u4f1a\u67e5\u770b\u5b83\u4e4b\u524d\u88ab\u4e0b\u8f7d\u7684\u6b21\u6570\u3001\u793e\u533a\u652f\u6301\u60c5\u51b5\u4ee5\u53ca\u786c\u4ef6\u8981\u6c42\u3002<\/p>\n

\u201c\u57fa\u7840\u6a21\u578b\u4ece\u53bb\u5e74\u5f00\u59cb\u5df2\u7ecf\u53d8\u5f97\u975e\u5e38\u5f3a\u5927\uff0c\u4ee5\u81f3\u4e8e\u6211\u4eec\u4e0d\u9700\u8981\u62c5\u5fc3\u4efb\u52a1\u76f8\u5173\u6027\u7684\u6709\u6548\u6027\u8f93\u51fa\uff0c\u201d\u5979\u8bf4\u3002\u201c\u73b0\u5728\u552f\u4e00\u7684\u533a\u522b\u662f\u6a21\u578b\u5728\u53ef\u4ee5\u63a5\u53d7\u7684token\u6570\u91cf\u548c\u7248\u672c\u63a7\u5236\u65b9\u9762\u7684\u5dee\u5f02\u3002\u201d<\/p>\n

\u91d1\u878d\u754c\u548c\u533b\u7597\u4fdd\u5065\u884c\u4e1a\u7684\u8bb8\u591a\u516c\u53f8\u90fd\u5728\u57fa\u4e8e\u81ea\u5df1\u7684\u9644\u52a0\u6570\u636e\u96c6\u5bf9LLM\u8fdb\u884c\u5fae\u8c03\u3002\u57fa\u7840\u7684LLM\u662f\u5728\u6574\u4e2a\u4e92\u8054\u7f51\u4e0a\u8bad\u7ec3\u7684\uff0c\u4f46\u901a\u8fc7\u5fae\u8c03\uff0c\u516c\u53f8\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u5176\u4e1a\u52a1\u7528\u4f8b\u7684\u6a21\u578b\u3002\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5e38\u89c1\u65b9\u6cd5\u662f\u521b\u5efa\u4e00\u4e2a\u95ee\u9898\u548c\u7b54\u6848\u5217\u8868\uff0c\u5e76\u57fa\u4e8e\u8fd9\u4e9b\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u4e8b\u5b9e\u4e0a\uff0cOpenAI\u4ece2023\u5e748\u6708\u5f00\u59cb\u5141\u8bb8\u4f7f\u7528\u95ee\u7b54\u65b9\u6cd5\u5bf9GPT 3.5\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5e76\u572811\u6708\u7684DevDay\u4e0a\u63a8\u51fa\u4e86\u4e00\u5957\u65b0\u7684\u5fae\u8c03\u3001\u5b9a\u5236\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210(RAG)\u9009\u9879\u3002\u8fd9\u5bf9\u4e8e\u5ba2\u6237\u670d\u52a1\u548c\u5e2e\u52a9\u53f0\u5e94\u7528\u7a0b\u5e8f\u7279\u522b\u6709\u7528\uff0c\u56e0\u4e3a\u516c\u53f8\u53ef\u80fd\u5df2\u7ecf\u6709\u4e00\u4e2a\u5e38\u89c1\u95ee\u9898\u89e3\u7b54(FAQ)\u6570\u636e\u5e93\u3002<\/p>\n

\u666e\u534e\u6c38\u9053\u7684\u683c\u6797\u65af\u5766\u8868\u793a\uff0c\u6784\u5efaSaaS\u5e94\u7528\u7b49\u5e94\u7528\u7a0b\u5e8f\u7684\u8f6f\u4ef6\u516c\u53f8\u53ef\u80fd\u4f1a\u4f7f\u7528\u5fae\u8c03\u3002\u201c\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u9ad8\u5ea6\u53ef\u91cd\u590d\u7684\u6a21\u5f0f\uff0c\u5fae\u8c03\u53ef\u4ee5\u964d\u4f4e\u4f60\u7684\u6210\u672c\uff0c\u201d\u4ed6\u8bf4\uff0c\u4f46\u5728\u4f01\u4e1a\u90e8\u7f72\u4e2d\uff0cRAG\u5728\u9ad8\u8fbe95%\u7684\u60c5\u51b5\u4e0b\u6548\u7387\u66f4\u9ad8\u3002<\/p>\n

\u4ece\u96f6\u5f00\u59cb<\/strong><\/p>\n

\u5f88\u5c11\u6709\u516c\u53f8\u4f1a\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u81ea\u5df1\u7684LLM\u3002OpenAI\u7684GPT 3\u67091750\u4ebf\u4e2a\u53c2\u6570\uff0c\u572845TB\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u8bad\u7ec3\u6210\u672c\u4e3a460\u4e07\u7f8e\u5143\u3002\u636eOpenAI\u9996\u5e2d\u6267\u884c\u5b98\u8428\u59c6\u00b7\u5965\u7279\u66fc(Sam Altman)\u79f0\uff0cGPT 4\u7684\u6210\u672c\u8d85\u8fc71\u4ebf\u7f8e\u5143\u3002\u6b63\u662f\u8fd9\u79cd\u89c4\u6a21\u8d4b\u4e88\u4e86LLM\u5904\u7406\u4eba\u7c7b\u8bed\u8a00\u7684\u9b54\u529b\uff0c\u4ee5\u53ca\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5e38\u8bc6\u548c\u9075\u5faa\u6307\u4ee4\u7684\u80fd\u529b\u3002<\/p>\n

Insight\u7684\u9996\u5e2d\u6570\u636e\u5b98\u5361\u59c6\u00b7\u5854\u5229\u4e9a\u8482(Carm Taglienti)\u8bf4\uff1a\u201c\u867d\u7136\u4f60\u53ef\u4ee5\u521b\u5efa\u81ea\u5df1\u7684LLM\uff0c\u4f46\u8fd9\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u548c\u8ba1\u7b97\u80fd\u529b\u6295\u8d44\u3002\u201d\u201c\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u6a21\u578b\u9700\u8981\u8db3\u591f\u7684\u6570\u636e\u91cf\uff0c\u624d\u80fd\u57fa\u4e8e\u4f60\u7684\u6570\u636e\u6267\u884c\u4f60\u671f\u671b\u7684LLM\u4efb\u52a1\u3002\u201d<\/p>\n

\u7136\u540e\uff0c\u4e00\u65e6\u6a21\u578b\u5b8c\u6210\u4e86\u57fa\u7840\u8bad\u7ec3\uff0c\u5c31\u9700\u8981\u8fdb\u884c\u5e26\u6709\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60(RLHF)\u6b65\u9aa4\uff0c\u8fd9\u662f\u6a21\u578b\u4ee5\u9002\u5f53\u65b9\u5f0f\u4e0e\u7528\u6237\u4ea4\u4e92\u6240\u5fc5\u9700\u7684\u3002<\/p>\n

\u5982\u4eca\uff0c\u51e0\u4e4e\u6240\u6709\u7684LLM\u90fd\u6765\u81ea\u5927\u578b\u8d85\u5927\u89c4\u6a21\u4f01\u4e1a\u6216\u4e13\u6ce8\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u521d\u521b\u516c\u53f8\uff0c\u5982OpenAI\u548cAnthropic\u3002\u5373\u4f7f\u662f\u6709\u4e30\u5bcc\u6784\u5efa\u81ea\u5df1\u6a21\u578b\u7ecf\u9a8c\u7684\u516c\u53f8\u4e5f\u907f\u514d\u521b\u5efa\u81ea\u5df1\u7684LLM\u3002\u4f8b\u5982\uff0cSalesloft\u591a\u5e74\u6765\u4e00\u76f4\u5728\u6784\u5efa\u81ea\u5df1\u7684AI\u548cML\u6a21\u578b\uff0c\u5305\u62ec\u4f7f\u7528\u65e9\u671f\u6280\u672f\u7684\u901a\u7528AI\u6a21\u578b\uff0c\u4f46\u5bf9\u4e8e\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u4e00\u4e2a\u5168\u65b0\u7684\u3001\u5c16\u7aef\u7684\u57fa\u7840\u6a21\u578b\u5374\u72b9\u8c6b\u4e0d\u51b3\u3002<\/p>\n

\u201c\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u8ba1\u7b97\u6b65\u9aa4\uff0c\u81f3\u5c11\u5728\u73b0\u9636\u6bb5\uff0c\u6211\u770b\u4e0d\u5230\u6211\u4eec\u4f1a\u8fd9\u6837\u505a\uff0c\u201d\u83f2\u5c14\u5fb7\u65af(Fields)\u8bf4\u3002<\/p>\n

\u6a21\u578b\u82b1\u56ed<\/strong><\/p>\n

\u5bf9\u4e8e\u6700\u6210\u719f\u7684\u516c\u53f8\u6765\u8bf4\uff0c\u4e00\u4e2a\u901a\u7528AI\u6a21\u578b\u662f\u4e0d\u591f\u7684\u3002\u4e0d\u540c\u7684\u6a21\u578b\u9002\u7528\u4e8e\u4e0d\u540c\u7c7b\u578b\u7684\u7528\u4f8b\uff0c\u5e76\u4e14\u4e0e\u5b83\u4eec\u76f8\u5173\u7684\u6210\u672c\u548c\u6027\u80fd\u6307\u6807\u4e5f\u4e0d\u540c\u3002\u800c\u4e14\u4e0d\u65ad\u6709\u65b0\u73a9\u5bb6\u8fdb\u5165\u8fd9\u4e2a\u9886\u57df\uff0c\u8d85\u8d8a\u5df2\u6709\u7684\u5de8\u5934\u3002\u6b64\u5916\uff0c\u4e00\u4e9b\u6a21\u578b\u53ef\u4ee5\u5728\u672c\u5730\u6216\u6258\u7ba1\u6570\u636e\u4e2d\u5fc3\u8fd0\u884c\uff0c\u8fd9\u53ef\u4ee5\u964d\u4f4e\u516c\u53f8\u7684\u6210\u672c\u6216\u63d0\u4f9b\u989d\u5916\u7684\u5b89\u5168\u6027\u6216\u7075\u6d3b\u6027\u3002\u4e3a\u4e86\u5229\u7528\u8fd9\u4e9b\u9009\u9879\uff0c\u516c\u53f8\u521b\u5efa\u4e86\u7cbe\u5fc3\u7b56\u5212\u7684\u6a21\u578b\u82b1\u56ed\uff0c\u5373\u7ecf\u8fc7\u4ed4\u7ec6\u5ba1\u67e5\u7684LLM\u79c1\u6709\u96c6\u5408\uff0c\u5305\u62ec\u5b9a\u5236\u6a21\u578b\u6216\u5fae\u8c03\u6a21\u578b\uff0c\u5e76\u4f7f\u7528\u8def\u7531\u7cfb\u7edf\u5c06\u8bf7\u6c42\u5f15\u5bfc\u5230\u6700\u5408\u9002\u7684\u6a21\u578b\u3002\u201c\u8fd8\u6ca1\u6709\u591a\u5c11\u516c\u53f8\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u201d\u51ef\u5c14\u5c3c(Kearney)\u7684\u6258\u5854(Thota)\u8bf4\u3002\u201c\u8fd9\u5f88\u590d\u6742\uff0c\u4f46\u6211\u76f8\u4fe1\u8fd9\u5c31\u662f\u672a\u6765\u3002\u201d<\/p>\n

\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

<\/div>\n

<\/g><\/svg><\/i> \"Loading\"<\/p>\n

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

\u968f\u7740GenAI\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u6210\u4e3a\u4f01\u4e1a\u63d0\u5347\u7ade\u4e89\u529b\u7684\u5173\u952e\u3002 \u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e00\u4e2a\u65b0\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b […]<\/p>\n

<\/div>\n

<\/g><\/svg><\/i> \"Loading\"<\/p>\n

<\/div>\n","protected":false},"author":56,"featured_media":23171,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[971,1052],"class_list":["post-23169","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-genai","tag-1052"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23169","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=23169"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23169\/revisions"}],"predecessor-version":[{"id":23172,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23169\/revisions\/23172"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/23171"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=23169"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=23169"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=23169"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}