{"id":75117,"date":"2026-02-11T14:33:40","date_gmt":"2026-02-11T06:33:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/75117.html"},"modified":"2026-02-11T14:33:40","modified_gmt":"2026-02-11T06:33:40","slug":"%e6%8e%a9%e7%a0%81%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%88mlm%ef%bc%89%ef%bc%9aai%e7%89%88%e7%8c%9c%e7%81%af%e8%b0%9c%e6%b8%b8%e6%88%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/75117.html","title":{"rendered":"\u63a9\u7801\u8bed\u8a00\u6a21\u578b\uff08MLM\uff09\uff1aAI\u7248\u201c\u731c\u706f\u8c1c\u201d\u6e38\u620f"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>\u4e00\u3001\u5148\u7528\u4eba\u8bdd\u8bb2&#xff1a;MLM \u5230\u5e95\u5728\u5e72\u561b&#xff1f;<\/li>\n<li>\u4e8c\u3001\u8d85\u76f4\u89c2\u4f8b\u5b50&#xff1a;AI \u662f\u600e\u4e48\u73a9\u586b\u7a7a\u7684&#xff1f;<\/li>\n<li>\u4e09\u3001\u4e3a\u4ec0\u4e48\u8981\u8ba9 AI \u73a9\u8fd9\u79cd\u6e38\u620f&#xff1f;<\/li>\n<li>\n<ul>\n<li>1. \u4e0d\u7528\u4eba\u5de5\u6807\u6ce8&#xff0c;\u7701\u94b1\u7701\u65f6\u95f4<\/li>\n<li>2. \u5f3a\u8feb AI \u770b\u61c2\u4e0a\u4e0b\u6587<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001MLM \u4e0d\u662f\u778e\u906e&#xff1a;\u5b83\u6709\u81ea\u5df1\u7684\u201c\u6e38\u620f\u89c4\u5219\u201d<\/li>\n<li>\n<ul>\n<li>1. \u53ea\u906e 15% \u5de6\u53f3\u7684\u8bcd<\/li>\n<li>2. \u4e0d\u5168\u7528 [MASK]<\/li>\n<li>3. \u6574\u8bcd\u906e\u3001\u77ed\u8bed\u906e<\/li>\n<li>4. \u4e2d\u6587\u4f18\u5316\u906e\u6cd5<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001MLM \u548c\u54b1\u4eec\u4e4b\u524d\u8bb2\u7684 GPT \u6709\u5565\u4e0d\u4e00\u6837&#xff1f;<\/li>\n<li>\u516d\u30012026 \u5e74\u7684 MLM&#xff1a;\u5df2\u7ecf\u8fdb\u5316\u6210\u201c\u5168\u80fd\u95ef\u5173\u6a21\u5f0f\u201d<\/li>\n<li>\u4e03\u3001\u4e00\u53e5\u8bdd\u6536\u5c3e<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u76ee\u524d\u56fd\u5185\u8fd8\u662f\u5f88\u7f3aAI\u4eba\u624d\u7684&#xff0c;\u5e0c\u671b\u66f4\u591a\u4eba\u80fd\u771f\u6b63\u52a0\u5165\u5230AI\u884c\u4e1a&#xff0c;\u5171\u540c\u4fc3\u8fdb\u884c\u4e1a\u8fdb\u6b65&#xff0c;\u589e\u5f3a\u6211\u56fd\u7684AI\u7ade\u4e89\u529b\u3002\u60f3\u8981\u7cfb\u7edf\u5b66\u4e60AI\u77e5\u8bc6\u7684\u670b\u53cb\u53ef\u4ee5\u770b\u770b\u6211\u7cbe\u5fc3\u6253\u78e8\u7684\u6559\u7a0b 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\u5c0f\u65f6\u5019\u73a9\u7684\u201c\u731c\u706f\u8c1c\u201d\u201c\u586b\u7a7a\u95ef\u5173\u201d\u6e38\u620f\u3002<\/p>\n<p>\u522b\u770b\u540d\u5b57\u542c\u8d77\u6765\u7279\u522b\u5b66\u672f\u3001\u7279\u522b\u9ad8\u51b7&#xff0c;\u5b9e\u9645\u4e0a\u5b83\u7684\u903b\u8f91\u7b80\u5355\u5230\u79bb\u8c31&#xff0c;\u597d\u73a9\u53c8\u597d\u61c2\u3002\u4eca\u5929\u54b1\u4eec\u5c31\u7528\u5520\u55d1\u7684\u65b9\u5f0f&#xff0c;\u628a\u8fd9\u4e2a\u6491\u8d77\u4e86\u5927\u6a21\u578b\u534a\u58c1\u6c5f\u5c71\u7684\u8bad\u7ec3\u65b9\u5f0f&#xff0c;\u62c6\u5f97\u660e\u660e\u767d\u767d\u3002<\/p>\n<h3>\u4e00\u3001\u5148\u7528\u4eba\u8bdd\u8bb2&#xff1a;MLM \u5230\u5e95\u5728\u5e72\u561b&#xff1f;<\/h3>\n<p>MLM \u7684\u5168\u79f0\u662f Masked Language Model&#xff0c;\u63a9\u7801\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>\u4f60\u4e0d\u7528\u8bb0\u540d\u5b57&#xff0c;\u53ea\u9700\u8981\u8bb0\u4f4f\u5b83\u7684\u6838\u5fc3\u52a8\u4f5c&#xff1a; \u906e\u4f4f\u4e00\u90e8\u5206\u8bcd \u2192 \u8ba9 AI \u731c \u2192 \u731c\u9519\u4e86\u7f5a\u5b83\u6539 \u2192 \u731c\u5bf9\u4e86\u5c31\u8bb0\u4f4f\u3002<\/p>\n<p>\u50cf\u6781\u4e86\u6211\u4eec\u5c0f\u65f6\u5019\u505a\u7684&#xff1a;<\/p>\n<ul>\n<li>\u8bcd\u8bed\u586b\u7a7a<\/li>\n<li>\u731c\u8c1c\u8bed<\/li>\n<li>\u6210\u8bed\u63a5\u9f99<\/li>\n<li>\u6316\u7a7a\u586b\u8bcd<\/li>\n<\/ul>\n<p>AI \u5c31\u662f\u5728\u8fd9\u79cd\u201c\u95ef\u5173\u6e38\u620f\u201d\u91cc&#xff0c;\u4e00\u70b9\u70b9\u628a\u8bed\u8a00\u89c4\u5f8b\u3001\u5e38\u8bc6\u3001\u903b\u8f91\u5168\u90e8\u5b66\u4f1a\u3002<\/p>\n<h3>\u4e8c\u3001\u8d85\u76f4\u89c2\u4f8b\u5b50&#xff1a;AI \u662f\u600e\u4e48\u73a9\u586b\u7a7a\u7684&#xff1f;<\/h3>\n<p>\u6211\u76f4\u63a5\u7ed9\u4f60\u770b\u4e00\u6bb5\u771f\u5b9e\u7684 MLM \u8bad\u7ec3\u8fc7\u7a0b&#xff0c;\u770b\u5b8c\u4f60\u7edd\u5bf9\u79d2\u61c2\u3002<\/p>\n<p>\u7ed9 AI \u4e00\u53e5\u8bdd&#xff1a; \u6211\u4eca\u5929\u4e0b\u73ed\u60f3\u53bb\u5403\u4e00\u7897\u70ed\u4e4e\u7684\u62c9\u9762\u3002<\/p>\n<p>MLM \u4f1a\u968f\u673a\u628a\u51e0\u4e2a\u8bcd\u906e\u4f4f&#xff0c;\u7528 [MASK] \u4ee3\u66ff&#xff1a; \u6211\u4eca\u5929\u4e0b\u73ed\u60f3\u53bb\u5403\u4e00\u7897 [MASK] [MASK] \u7684\u62c9\u9762\u3002<\/p>\n<p>\u7136\u540e AI \u5f00\u59cb\u731c&#xff1a;<\/p>\n<ul>\n<li>\u7b2c\u4e00\u4e2a [MASK] \u2192 \u70ed<\/li>\n<li>\u7b2c\u4e8c\u4e2a [MASK] \u2192 \u4e4e<\/li>\n<\/ul>\n<p>\u731c\u5bf9\u4e86&#xff01;\u5956\u52b1\u5b83&#xff0c;\u8bb0\u4f4f\u8fd9\u4e2a\u642d\u914d\u3002<\/p>\n<p>\u518d\u6765\u4e00\u53e5&#xff1a; \u5929\u7a7a [MASK] \u4e0b\u5927\u96e8&#xff0c;\u51fa\u95e8\u8bb0\u5f97\u5e26\u4f1e\u3002<\/p>\n<p>AI \u731c&#xff1a;\u7a81 \u53c8\u5bf9\u4e86\u3002<\/p>\n<p>\u5982\u679c AI \u4e71\u731c&#xff1a; \u6211\u559d\u4e86\u4e00\u676f\u70ed[MASK]\u3002 \u5b83\u731c&#xff1a;\u8f66 \u90a3\u5c31\u6263\u5206\u3001\u60e9\u7f5a&#xff0c;\u8ba9\u5b83\u91cd\u65b0\u5b66\u3002<\/p>\n<p>\u5c31\u8fd9\u4e48\u7b80\u5355\u3002 \u4e00\u904d\u4e00\u904d\u586b\u7a7a\u3001\u4e00\u904d\u4e00\u904d\u7ea0\u6b63&#xff0c;AI \u5c31\u8d8a\u6765\u8d8a\u806a\u660e\u3002<\/p>\n<h3>\u4e09\u3001\u4e3a\u4ec0\u4e48\u8981\u8ba9 AI \u73a9\u8fd9\u79cd\u6e38\u620f&#xff1f;<\/h3>\n<p>\u4f60\u53ef\u80fd\u4f1a\u95ee&#xff1a;\u76f4\u63a5\u6559\u5b83\u8bf4\u8bdd\u4e0d\u884c\u5417&#xff1f;\u4e3a\u5565\u975e\u8981\u73a9\u586b\u7a7a&#xff1f;<\/p>\n<p>\u56e0\u4e3a MLM \u6709\u4e24\u4e2a\u8d85\u7ea7\u65e0\u654c\u7684\u4f18\u52bf&#xff1a;<\/p>\n<h4>1. \u4e0d\u7528\u4eba\u5de5\u6807\u6ce8&#xff0c;\u7701\u94b1\u7701\u65f6\u95f4<\/h4>\n<p>\u4e0d\u7528\u4eba\u5199\u7b54\u6848\u3001\u4e0d\u7528\u4eba\u6279\u6539\u3001\u4e0d\u7528\u4eba\u5206\u7c7b\u3002 \u968f\u4fbf\u62ff\u4e00\u672c\u4e66\u3001\u4e00\u7bc7\u6587\u7ae0&#xff0c;\u906e\u4e0a\u51e0\u4e2a\u8bcd&#xff0c;\u5c31\u80fd\u8ba9 AI \u5b66\u4e00\u5929\u3002<\/p>\n<h4>2. \u5f3a\u8feb AI \u770b\u61c2\u4e0a\u4e0b\u6587<\/h4>\n<p>\u731c\u8bcd\u4e0d\u80fd\u778e\u731c&#xff0c;\u5fc5\u987b\u770b\u524d\u540e\u6587\u3002 \u60f3\u586b\u51fa\u6b63\u786e\u7684\u8bcd&#xff0c;AI \u5fc5\u987b\u7406\u89e3\u6574\u53e5\u8bdd\u7684\u610f\u601d\u3002<\/p>\n<p>\u8fd9\u5c31\u903c\u7740 AI \u4ece\u201c\u8ba4\u5b57\u201d\u5347\u7ea7\u6210\u201c\u61c2\u8bdd\u201d\u3002<\/p>\n<p>\u6240\u4ee5 MLM \u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b&#xff0c;\u7279\u522b\u64c5\u957f&#xff1a;<\/p>\n<ul>\n<li>\u7406\u89e3\u610f\u601d<\/li>\n<li>\u63d0\u53d6\u4fe1\u606f<\/li>\n<li>\u5206\u7c7b\u5224\u65ad<\/li>\n<li>\u60c5\u611f\u5206\u6790<\/li>\n<\/ul>\n<p>\u50cf\u6211\u4eec\u719f\u6089\u7684 BERT\u3001RoBERTa\u3001ERNIE \u7b49\u201c\u7406\u89e3\u578b\u9009\u624b\u201d&#xff0c;\u5168\u662f MLM \u5582\u5927\u7684\u3002<\/p>\n<h3>\u56db\u3001MLM \u4e0d\u662f\u778e\u906e&#xff1a;\u5b83\u6709\u81ea\u5df1\u7684\u201c\u6e38\u620f\u89c4\u5219\u201d<\/h3>\n<p>\u5230\u4e86 2025\u20142026 \u5e74&#xff0c;MLM \u65e9\u5c31\u4e0d\u662f\u968f\u4fbf\u906e\u4e24\u4e2a\u8bcd\u90a3\u4e48\u521d\u7ea7\u4e86&#xff0c;\u73b0\u5728\u7684\u6e38\u620f\u89c4\u5219\u7cbe\u7ec6\u5f97\u5f88&#xff1a;<\/p>\n<h4>1. \u53ea\u906e 15% \u5de6\u53f3\u7684\u8bcd<\/h4>\n<p>\u906e\u592a\u5c11\u5b66\u4e0d\u5230\u4e1c\u897f&#xff0c;\u906e\u592a\u591a\u731c\u4e0d\u51fa\u6765&#xff0c;15% \u662f\u9ec4\u91d1\u6bd4\u4f8b\u3002<\/p>\n<h4>2. \u4e0d\u5168\u7528 [MASK]<\/h4>\n<p>\u6709\u65f6\u5019\u6362\u6210\u522b\u7684\u8bcd&#xff0c;\u6709\u65f6\u5019\u4fdd\u6301\u539f\u8bcd&#xff0c;\u8ba9 AI \u66f4\u96be\u201c\u4f5c\u5f0a\u201d\u3002<\/p>\n<h4>3. \u6574\u8bcd\u906e\u3001\u77ed\u8bed\u906e<\/h4>\n<p>\u4e0d\u53ea\u662f\u906e\u5b57&#xff0c;\u8fd8\u4f1a\u906e\u6210\u8bed\u3001\u4e13\u4e1a\u8bcd\u3001\u56fa\u5b9a\u642d\u914d&#xff0c;\u8ba9 AI \u5b66\u4f1a\u6574\u5757\u8bed\u4e49\u3002<\/p>\n<h4>4. \u4e2d\u6587\u4f18\u5316\u906e\u6cd5<\/h4>\n<p>\u9488\u5bf9\u4e2d\u6587\u6ca1\u6709\u7a7a\u683c\u7684\u7279\u70b9&#xff0c;\u73b0\u4ee3 MLM \u4f1a\u6309\u8bcd\u906e\u3001\u6309\u8bed\u4e49\u5757\u906e&#xff0c;\u4e0d\u4f1a\u4e71\u62c6\u5b57\u3002<\/p>\n<p>\u8fd9\u4e9b\u7ec6\u8282\u4e00\u5347\u7ea7&#xff0c;AI \u5b66\u5f97\u53c8\u5feb\u53c8\u7a33\u3002<\/p>\n<h3>\u4e94\u3001MLM \u548c\u54b1\u4eec\u4e4b\u524d\u8bb2\u7684 GPT \u6709\u5565\u4e0d\u4e00\u6837&#xff1f;<\/h3>\n<p>\u8fd9\u91cc\u7ed9\u4f60\u634b\u4e00\u4e2a\u8d85\u6e05\u6670\u7684\u533a\u522b&#xff0c;\u4e00\u770b\u5c31\u61c2&#xff1a;<\/p>\n<ul>\n<li>\n<p>MLM&#xff08;\u586b\u7a7a\u5f0f&#xff09; \u64c5\u957f&#xff1a;\u7406\u89e3\u3001\u5206\u6790\u3001\u63d0\u53d6\u3001\u5224\u65ad \u50cf&#xff1a;\u505a\u9605\u8bfb\u7406\u89e3\u7684\u5b66\u9738<\/p>\n<\/li>\n<li>\n<p>GPT \u5f0f&#xff08;\u81ea\u56de\u5f52&#xff09; \u64c5\u957f&#xff1a;\u751f\u6210\u3001\u5199\u4f5c\u3001\u804a\u5929\u3001\u7eed\u5199 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