
{"id":5418,"date":"2024-12-31T10:26:55","date_gmt":"2024-12-31T02:26:55","guid":{"rendered":"http:\/\/wp.linguitronics.com\/?page_id=5418"},"modified":"2025-02-12T18:12:52","modified_gmt":"2025-02-12T10:12:52","slug":"language-technology-consulting","status":"publish","type":"page","link":"https:\/\/www.linguitronics.com\/zh-hant\/a-to-z-solutions\/language-technology-consulting\/","title":{"rendered":"\u8a9e\u8a00\u6280\u8853\u8aee\u8a62"},"content":{"rendered":"
\n<\/div><\/div><\/div><\/div><\/div><\/section> \u96a8\u8457\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (Natural Language Processing, NLP) \u6280\u8853\u767c\u5c55\uff0c\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f (Neural Machine Translation, NMT) \u5d1b\u8d77\uff0c\u52a0\u4e0a\u751f\u6210\u5f0f AI (GenAI) \u6a6b\u7a7a\u51fa\u4e16\uff0c\u4eba\u5de5\u667a\u6167\u7ffb\u8b6f\u6280\u8853\u6709\u4e86\u9577\u8db3\u9032\u6b65\u3002\u5982\u4eca\u82e5\u6e90\u6587\u672c\u5beb\u4f5c\u5f62\u5f0f\u9069\u5207\uff0c\u900f\u904e\u512a\u8cea\u7684\u4eba\u5de5\u667a\u6167\u7ffb\u8b6f\u8207\u5c08\u696d\u8a9e\u8a00\u4eba\u624d\u5354\u4f5c\uff0c\u53ef\u7bc0\u7701\u5c08\u6848 20% \u81f3 90% \u7684\u6642\u9593\u3002 \u5c0e\u5165 AI \u63d0\u5347\u6548\u7387\u3001\u964d\u4f4e\u6210\u672c\u5df2\u662f\u4e16\u754c\u8da8\u52e2\u3002\u8a31\u591a\u4f01\u696d\u5c0e\u5165AI \u6280\u8853\uff0c\u7cbe\u7c21\u4f5c\u696d\u6d41\u7a0b\u3001\u7bc0\u7701\u5927\u91cf\u4eba\u529b\u8207\u6642\u9593\u6210\u672c\uff0c\u540c\u6642\u9084\u80fd\u63d0\u9ad8\u57f7\u884c\u6548\u80fd\u8207\u7522\u503c\u3002AI \u4e5f\u5e38\u88ab\u4f01\u696d\u7d0d\u5165\u958b\u62d3\u5168\u7403\u5e02\u5834\u7684\u8a08\u756b\uff0c\u900f\u904e\u7ffb\u8b6f\u7b49\u529f\u80fd\u8f14\u52a9\u8de8\u8a9e\u8a00\u6e9d\u901a\u3002 \u300c\u4ee5 AI \u63d0\u9ad8\u6548\u7387\u8207\u7522\u80fd\u300d\u7684\u6982\u5ff5\u56fa\u7136\u8a98\u4eba\uff0c\u4f46\u82e5\u7f3a\u4e4f\u76f8\u95dc\u77e5\u8b58\u8207\u6280\u5de7\uff0c\u4e0d\u4f46\u4e0d\u80fd\u63d0\u5347\u6548\u7387\uff0c\u53cd\u800c\u6703\u56e0 AI \u7522\u51fa\u7684\u4e0d\u7576\u6210\u679c\u5927\u5e45\u5ef6\u5b95\u5c08\u6848\u3002\u5728\u81ea\u52d5\u5316\u6d41\u7a0b\u4e2d\u52a0\u5165\u4eba\u985e\u7d93\u9a57\u8207\u667a\u8b58\uff0c\u4ee5\u4eba\u985e\u5c08\u5bb6\u8207\u4eba\u5de5\u667a\u6167\u5bc6\u5207\u5354\u4f5c (human in the loop)\uff0c\u624d\u662f\u80fd\u78ba\u4fdd\u6548\u7387\u8207\u54c1\u8cea\u7684\u6700\u4f73\u89e3\u6c7a\u65b9\u6848\u3002 \u5168\u7403\u5316\u9047\u4e0a\u8cc7\u8a0a\u7206\u70b8\uff0c\u4ee5\u81f4\u9700\u8981\u8de8\u8a9e\u8a00\u50b3\u905e\u7684\u5167\u5bb9\u8207\u65e5\u4ff1\u589e\u3002\u7136\u800c\u4eca\u65e5\u7463\u788e\u3001\u4f4e\u8cc7\u8a0a\u5bc6\u5ea6\u6216\u4f4e\u50f9\u503c\u7684\u5167\u5bb9\u6bd4\u6bd4\u7686\u662f\uff0c\u82e5\u5168\u76e4\u8a17\u4ed8\u5c08\u696d\u7ffb\u8b6f\u5e2b\uff0c\u672a\u514d\u904e\u65bc\u6d6a\u8cbb\u8a9e\u6587\u4eba\u624d\u8cc7\u6e90\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5546\u696d\u8cc7\u8a0a\u6d41\u901a\u5982\u6230\u5834\uff0c\u4eba\u985e\u7684\u7ffb\u8b6f\u7522\u80fd\u537b\u5df2\u9060\u4e0d\u53ca\u8cc7\u8a0a\u7522\u51fa\u901f\u5ea6\u3002\u6839\u64da\u8a9e\u8a00\u670d\u52d9\u7522\u696d\u7814\u7a76\u6a5f\u69cb CSA Research\u7684\u7814\u7a76\uff0c\u7ffb\u8b6f\u670d\u52d9\u63d0\u4f9b\u8005\u7684\u6bcf\u65e5\u7522\u80fd\u50c5\u9054\u6bcf\u65e5\u65b0\u589e\u6578\u4f4d\u8cc7\u8a0a\u91cf\u7684 0.00000067%\u3002 \n<\/div>\u8a9e\u8a00\u6280\u8853\u8aee\u8a62<\/h1>\n
Human-in-the-loop\uff1aAI \u52a0\u503c\uff0c\u5c08\u5bb6\u638c\u8235<\/h2>\n
\u6191\u85c9\u8c50\u5bcc\u7684\u7b46\u8b6f\u8207\u7ffb\u8b6f\u79d1\u6280\u7d93\u9a57\uff0cLinguitronics \u6301\u7e8c\u6295\u5165\u4eba\u5de5\u667a\u6167\u6280\u8853\u53ca\u7ffb\u8b6f\u5f15\u64ce\u7814\u7a76\u3002\u7ffb\u8b6f\u6280\u8853\u5718\u968a\u53ef\u5728\u5c08\u6848\u6d3d\u8ac7\u968e\u6bb5\uff0c\u91dd\u5c0d\u6587\u672c\u5167\u5bb9\u53ca\u6642\u7a0b\u70ba\u60a8\u8a55\u4f30\u5c0e\u5165\u5404\u985e AI \u5354\u4f5c\u7684\u53ef\u884c\u6027\uff0c\u4e26\u898f\u5283\u914d\u5957\u7684\u54c1\u7ba1\u670d\u52d9\uff0c\u52a0\u901f\u5c08\u6848\u63a8\u9032\u7684\u540c\u6642\u4e5f\u4fdd\u969c\u6587\u5b57\u54c1\u8cea\u3002
Linguitronics \u4e5f\u53ef\u4f9d\u64da\u5ba2\u6236\u9700\u6c42\uff0c\u70ba\u60a8\u63d0\u4f9b\u5176\u4ed6\u8a9e\u8a00\u76f8\u95dc\u7684 AI \u8207\u61c9\u7528\u8aee\u8a62\u670d\u52d9\u3002<\/p>\n\u70ba\u4f55\u9078\u64c7 Linguitronics<\/h2>\n
\u30fb \u8ff4\u907f AI \u7ffb\u8b6f\u6f5b\u5728\u98a8\u96aa <\/span><\/h3>\n
\u7136\u800c\uff0cAI \u6280\u8853\u61c9\u7528\u80cc\u5f8c\u6f5b\u85cf\u8a31\u591a\u98a8\u96aa\uff1a\u4f7f\u7528 AI \u7684\u8cc7\u5b89\u8207\u502b\u7406\u8b70\u984c\u5df2\u5ee3\u53d7\u8a0e\u8ad6\uff1b\u6b64\u5916\uff0c\u5c31\u8b6f\u6587\u751f\u6210\u6548\u679c\u800c\u8a00\uff0c\u4eba\u5de5\u667a\u6167\u5e7b\u89ba (hallucinations)\u3001\u5167\u5bb9\/\u4e3b\u984c\u8907\u96dc\u5ea6\u3001\u8a9e\u8a00\u6a21\u578b\u5c0d\u4f01\u696d\u54c1\u724c\/\u6587\u5316\u4e0d\u654f\u611f\u7b49\u56e0\u7d20\uff0c\u5e38\u9020\u6210\u7522\u751f\u7684\u8b6f\u6587\u4e0d\u7cbe\u78ba\u6216\u5931\u7576\uff1b\u539f\u6587\u6a94\u6848\u683c\u5f0f\u8207\u6392\u7248\u8a2d\u5b9a\uff0c\u4e5f\u6709\u53ef\u80fd\u5f71\u97ff AI \u7ffb\u8b6f\u6210\u6548\uff0c\u5c0e\u81f4\u8b6f\u6587\u5931\u6e96\u6216\u7248\u9762\u6df7\u4e82\uff0c\u9032\u4e00\u6b65\u7834\u58de\u61c9\u6709\u7684\u8a0a\u606f\u5167\u5bb9\u8207\u6587\u672c\u67b6\u69cb\u3002
AI \u7121\u6cd5\u4e3b\u52d5\u66ff\u4f01\u696d\u8207\u54c1\u724c\u64d4\u8ca0\u98a8\u96aa\uff0c\u4e0a\u8ff0\u554f\u984c\u5747\u9808\u900f\u904e\u5c08\u696d\u4eba\u624d\u54c1\u7ba1\u6aa2\u9a57\u3002<\/p>\n\u30fb \u5c08\u5bb6\u638c\u8235\uff0c AI \u52a0\u503c\u6700\u5927\u5316 <\/span><\/h3>\n
Linguitronics \u5275\u7acb\u6a5f\u5668\u7ffb\u8b6f\u5f8c\u7de8\u8f2f\u5718\u968a\u591a\u5e74\uff0c\u6df1\u77e5 AI \u7ffb\u8b6f\u6280\u8853\u7684\u9577\u8655\u8207\u4fb7\u9650\u3002\u8b6f\u5f8c\u7de8\u8f2f\u4eba\u54e1\u719f\u6089 AI\/\u6a5f\u5668\u7ffb\u8b6f\u5f15\u64ce\u904b\u4f5c\u6a21\u5f0f\uff0c\u80fd\u654f\u92b3\u89ba\u5bdf AI\/\u6a5f\u5668\u8b6f\u6587\u7684\u932f\u8aa4\u4e26\u4e88\u4ee5\u4fee\u6b63\uff0c\u751a\u81f3\u80fd\u5728\u5ba2\u6236\u4f7f\u7528 AI\/\u6a5f\u5668\u7ffb\u8b6f\u670d\u52d9\u524d\uff0c\u91dd\u5c0d\u6e90\u6587\u672c\u7d66\u4e88\u7de8\u4fee\u5efa\u8b70\uff0c\u63d0\u9ad8AI\/\u6a5f\u5668\u8b6f\u6587\u7684\u53ef\u7528\u6027\u3002Linguitronics \u4ea6\u719f\u6089\u8a9e\u8a00\u8cc7\u7522\u8cc7\u6599\u5eab\u7ba1\u7406\u3001\u7ffb\u8b6f\u5c08\u6848\u6d41\u7a0b\u5b89\u6392\u63a7\u7ba1\u7b49\u6280\u5de7\uff0c\u80fd\u70ba\u500b\u5225\u4f01\u696d\u54c1\u724c\u8207\u5c08\u6848\u6253\u9020\u6700\u9069\u5408\u7684\u4eba\u6a5f\u5354\u4f5c\u7b56\u7565\u8207\u6d41\u7a0b\u3002
\u900f\u904e\u9748\u6d3b\u61c9\u7528\u7ffb\u8b6f\u7684\u5c08\u696d\u77e5\u8b58\u8207 AI \u6280\u8853\uff0cLinguitronics\u53ef\u5354\u52a9\u5ba2\u6236\u8a55\u4f30AI\/\u6a5f\u5668\u7ffb\u8b6f\u7684\u61c9\u7528\u65b9\u6848\uff0c\u63d0\u5347\u5c08\u6848\u6548\u7387\uff0c\u540c\u6642\u4fdd\u969c\u512a\u826f\u6587\u5b57\u54c1\u8cea\u3002<\/p>\n\u30fb \u91cf\u8eab\u898f\u5283\uff0c\u7cbe\u6e96\u6295\u6ce8\u8cc7\u6e90 <\/span><\/h3>\n
Linguitronics \u4e86\u89e3\u6578\u4f4d\u6642\u4ee3\u7684\u8cc7\u8a0a\u50b3\u64ad\u6a23\u8c8c\uff0c\u70ba\u4e0d\u540c\u5c08\u6848\u7cbe\u6e96\u898f\u5283\u6295\u6ce8\u7684\u4eba\u529b\u3001\u6642\u9593\u8207\u8cc7\u6e90\u3002\u7ffb\u8b6f\u6280\u8853\u8207\u6a5f\u5668\u7ffb\u8b6f\u5f8c\u7de8\u8f2f\u5718\u968a\u80fd\u4f9d\u64da\u6587\u4ef6\u7528\u9014\u3001\u6587\u672c\u5167\u5bb9\u3001\u5c08\u6848\u6642\u7a0b\u70ba\u5ba2\u6236\u8a55\u4f30\u9054\u6210\u5404\u500b\u5c08\u6848\u76ee\u6a19\u7684\u5404\u7a2e\u751f\u7522\u6a21\u5f0f\uff0c\u4e26\u898f\u5283\u914d\u5957\u54c1\u7ba1\u670d\u52d9\u3002
Linguitronics \u6df1\u4fe1\uff1a\u79d1\u6280\u70ba\u670d\u52d9\u4eba\u985e\u800c\u751f\uff0c\u8b93\u4eba\u624d\u8207\u4eba\u5de5\u667a\u6167\u5404\u53f8\u6240\u9577\u3001\u76f8\u8f14\u76f8\u6210\uff0c\u624d\u80fd\u767c\u63ee\u4eba\u985e\u667a\u8b58\u7684\u6700\u9ad8\u50f9\u503c\u3002<\/p>\n\u8a9e\u8a00\u6280\u8853\u7cbe\u9078\u65b0\u77e5<\/h2>\n