{"id":2090,"date":"2026-02-23T15:00:12","date_gmt":"2026-02-23T07:00:12","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/23\/32%e5%80%8d%e5%8e%8b%e7%bc%a9%e7%8e%87%e4%b8%8b%e6%80%a7%e8%83%bd%e5%8f%8d%e8%b6%8525%e4%b8%aa%e7%82%b9%ef%bc%81%e7%a0%b4%e8%a7%a3%e9%95%bf%e6%96%87%e6%9c%ac%e5%8e%8b%e7%bc%a9%e3%80%8c%e7%bf%bb\/"},"modified":"2026-02-23T15:00:12","modified_gmt":"2026-02-23T07:00:12","slug":"32%e5%80%8d%e5%8e%8b%e7%bc%a9%e7%8e%87%e4%b8%8b%e6%80%a7%e8%83%bd%e5%8f%8d%e8%b6%8525%e4%b8%aa%e7%82%b9%ef%bc%81%e7%a0%b4%e8%a7%a3%e9%95%bf%e6%96%87%e6%9c%ac%e5%8e%8b%e7%bc%a9%e3%80%8c%e7%bf%bb","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/23\/32%e5%80%8d%e5%8e%8b%e7%bc%a9%e7%8e%87%e4%b8%8b%e6%80%a7%e8%83%bd%e5%8f%8d%e8%b6%8525%e4%b8%aa%e7%82%b9%ef%bc%81%e7%a0%b4%e8%a7%a3%e9%95%bf%e6%96%87%e6%9c%ac%e5%8e%8b%e7%bc%a9%e3%80%8c%e7%bf%bb\/","title":{"rendered":"32\u500d\u538b\u7f29\u7387\u4e0b\u6027\u80fd\u53cd\u8d8525\u4e2a\u70b9\uff01\u7834\u89e3\u957f\u6587\u672c\u538b\u7f29\u300c\u7ffb\u8f66\u300d\u96be\u9898 | ICLR 2026"},"content":{"rendered":"
\"32\u500d\u538b\u7f29\u7387\u4e0b\u6027\u80fd\u53cd\u8d8525\u4e2a\u70b9\uff01\u7834\u89e3\u957f\u6587\u672c\u538b\u7f29\u300c\u7ffb\u8f66\u300d\u96be\u9898<\/div><\/figure>\n
\"32\u500d\u538b\u7f29\u7387\u4e0b\u6027\u80fd\u53cd\u8d8525\u4e2a\u70b9\uff01\u7834\u89e3\u957f\u6587\u672c\u538b\u7f29\u300c\u7ffb\u8f66\u300d\u96be\u9898<\/div><\/figure>\n
\"32\u500d\u538b\u7f29\u7387\u4e0b\u6027\u80fd\u53cd\u8d8525\u4e2a\u70b9\uff01\u7834\u89e3\u957f\u6587\u672c\u538b\u7f29\u300c\u7ffb\u8f66\u300d\u96be\u9898<\/div><\/figure>\n
\"32\u500d\u538b\u7f29\u7387\u4e0b\u6027\u80fd\u53cd\u8d8525\u4e2a\u70b9\uff01\u7834\u89e3\u957f\u6587\u672c\u538b\u7f29\u300c\u7ffb\u8f66\u300d\u96be\u9898<\/div><\/figure>\n

COMI\u56e2\u961f \u6295\u7a3f<\/p>\n

\u4e3a\u4ec0\u4e48\u73b0\u6709\u4e0a\u4e0b\u6587\u538b\u7f29\u65b9\u6cd5\u5728\u9ad8\u538b\u7f29\u7387\u4e0b\u96c6\u4f53\u201c\u7ffb\u8f66\u201d\uff1f\u5f53\u6a21\u578b\u628a32K\u957f\u6587\u672c\u538b\u52301K\uff0c\u4e3a\u4f55\u6027\u80fd\u65ad\u5d16\u5f0f\u4e0b\u8dcc\uff1f<\/p>\n

\u957f\u6587\u672c\u538b\u7f29\u4e2d\u5bb9\u6613\u4fdd\u7559\u5927\u91cf\u201c\u9ad8\u5ea6\u76f8\u4f3c\u5374\u91cd\u590d\u201d\u7684\u5185\u5bb9\uff0c\u9677\u5165\u201c\u4fe1\u606f\u5185\u5377\u201d\uff1a\u770b\u4f3c\u4fdd\u7559\u4e86\u76f8\u5173\u7247\u6bb5\uff0c\u5b9e\u5219\u5806\u780c\u4e86\u8bed\u4e49\u96f7\u540c\u7684\u5197\u4f59token\uff0c\u53cd\u800c\u8bef\u5bfc\u6a21\u578b\u751f\u6210\u9519\u8bef\u7b54\u6848\u3002<\/p>\n

\u6765\u81ea\u963f\u91cc\u5df4\u5df4\u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0c\u8fd9\u80cc\u540e\u662f\u538b\u7f29\u76ee\u6807\u7684\u6839\u672c\u9519\u4f4d\uff1a\u73b0\u6709\u65b9\u6cd5\u53ea\u5173\u6ce8\u201c\u76f8\u5173\u6027\u201d\uff0c\u5374\u5ffd\u7565\u4e86\u201c\u591a\u6837\u6027\u201d\u3002\u5f53\u591a\u4e2a\u9ad8\u5ea6\u76f8\u4f3c\u7684token\u540c\u65f6\u88ab\u4fdd\u7559\uff0c\u5b83\u4eec\u975e\u4f46\u4e0d\u80fd\u53e0\u52a0\u4fe1\u606f\u91cf\uff0c\u53cd\u800c\u4f1a\u76f8\u4e92\u5e72\u6270\uff08\u76f8\u5173\u4e0d\u7b49\u4e8e\u6b63\u786e\uff09\uff0c\u8ba9\u6a21\u578b\u5728\u9ad8\u5ea6\u76f8\u4f3c\u7684\u5197\u4f59\u4fe1\u606f\u4e2d\u8ff7\u5931\u65b9\u5411\u3002<\/p>\n

\u4e3a\u7834\u89e3\u8fd9\u4e00\u56f0\u5c40\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e00\u4e2a\u98a0\u8986\u6027\u89c2\u70b9\uff1a\u9ad8\u8d28\u91cf\u7684\u538b\u7f29\uff0c\u9700\u8981\u540c\u65f6\u4f18\u5316\u201c\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\u201d\u548c\u201c\u4fe1\u606f\u5355\u5143\u95f4\u7684\u591a\u6837\u6027\u201d\u3002\u57fa\u4e8e\u6b64\uff0c\u4ed6\u4eec\u63a8\u51fa\u521b\u65b0\u6846\u67b6COMI\uff08COarse-to-fine context compression via Marginal Information Gain\uff09\uff0c\u901a\u8fc7\u201c\u8fb9\u9645\u4fe1\u606f\u589e\u76ca\u201d\u6307\u6807\u4e0e\u7c97\u5230\u7ec6\u538b\u7f29\u7b56\u7565\uff0c\u572832\u500d\u9ad8\u538b\u7f29\u7387\u4e0b\u4ecd\u80fd\u7cbe\u51c6\u4fdd\u7559\u591a\u6837\u5316\u7684\u5173\u952e\u8bc1\u636e\u94fe\uff0c\u8bba\u6587\u5df2\u4e2d\u7a3fICLR 2026\u3002<\/p>\n

\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0c\u73b0\u6709\u538b\u7f29\u65b9\u6cd5\u5b58\u5728\u76f2\u533a\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u76f8\u5173\u6027\u5bfc\u81f4\u5197\u4f59\u5806\u79ef\uff0c\u800c\u5ffd\u7565\u4e86token\u95f4\u8bed\u4e49\u76f8\u4f3c\u6027\u5f15\u53d1\u201c\u4fe1\u606f\u5185\u5377\u201d\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u4f7f\u7528\u8fb9\u9645\u4fe1\u606f\u589e\u76ca\uff08MIG\uff09\u6307\u6807\uff0c\u5c06\u538b\u7f29\u51b3\u7b56\u4ece\u201c\u5355\u7ef4\u5ea6\u76f8\u5173\u6027\u201d\u5347\u7ea7\u4e3a\u201c\u76f8\u5173\u6027-\u5197\u4f59\u6027\u201d\u53cc\u7ef4\u5ea6\u6743\u8861\uff1a<\/p>\n

MIG = \u672c\u5355\u5143\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027 \u2013 \u4e0e\u5176\u4ed6\u5355\u5143\u7684\u6700\u5927\u76f8\u4f3c\u5ea6<\/p>\n

\u8fd9\u4e00\u6307\u6807\u5982\u540c\u4e3a\u6bcf\u4e2atoken\u914d\u5907\u201c\u4fe1\u606f\u4ef7\u503c\u8ba1\u5206\u5361\u201d\uff1a\u65e2\u5956\u52b1\u4e0e\u95ee\u9898\u9ad8\u5ea6\u76f8\u5173\u7684\u7247\u6bb5\uff0c\u53c8\u60e9\u7f5a\u4e0e\u5df2\u9009\u5185\u5bb9\u9ad8\u5ea6\u91cd\u590d\u7684\u7247\u6bb5\u3002<\/p>\n

\u6709\u4e86\u667a\u80fd\u6807\u5c3a\uff0c\u5982\u4f55\u5b9e\u73b0\u7cbe\u51c6\u538b\u7f29\uff1fCOMI\u91c7\u7528\u4e24\u9636\u6bb5\u7b56\u7565\uff0c\u50cf\u7ecf\u9a8c\u4e30\u5bcc\u7684\u7f16\u8f91\u4e00\u6837\u201c\u5148\u8c0b\u7bc7\u5e03\u5c40\uff0c\u518d\u7cbe\u96d5\u7ec6\u7422\u201d\uff1a<\/p>\n

\u7b2c\u4e00\u9636\u6bb5\uff1a\u7c97\u7c92\u5ea6\u7ec4\u91cd\u5206\u914d\u2014\u2014\u52a8\u6001\u8c03\u914d\u201c\u538b\u7f29\u9884\u7b97\u201d<\/p>\n

\u5c06\u957f\u6587\u672c\u5212\u5206\u4e3a\u7b49\u957f\u7247\u6bb5\u540e\uff0cCOMI\u4e0d\u518d\u201c\u4e00\u5200\u5207\u201d\u5730\u5747\u5300\u538b\u7f29\uff0c\u800c\u662f\u57fa\u4e8e\u7ec4\u95f4MIG\u52a8\u6001\u8c03\u6574\u5404\u6bb5\u538b\u7f29\u7387\uff1a\u4fe1\u606f\u5bc6\u5ea6\u9ad8\u3001\u5197\u4f59\u5ea6\u4f4e\u7684\u7247\u6bb5\uff08\u5982\u5305\u542b\u5173\u952e\u8bc1\u636e\u7684\u6bb5\u843d\uff09\u83b7\u5f97\u66f4\u5bbd\u677e\u7684\u538b\u7f29\u7387\uff1b\u800c\u4fe1\u606f\u7a00\u758f\u6216\u9ad8\u5ea6\u91cd\u590d\u7684\u533a\u57df\u5219\u88ab\u5927\u5e45\u538b\u7f29\u3002\u8fd9\u79cd\u81ea\u9002\u5e94\u5206\u914d\u786e\u4fdd\u6709\u9650\u7684\u538b\u7f29\u9884\u7b97\u7cbe\u51c6\u6295\u5411\u201c\u9ad8\u4ef7\u503c\u4fe1\u606f\u533a\u201d\u3002<\/p>\n

\u7b2c\u4e8c\u9636\u6bb5\uff1a\u7ec6\u7c92\u5ea6token\u878d\u5408\u2014\u2014\u52a0\u6743\u878d\u5408\u907f\u514d\u201c\u4fe1\u606f\u7a00\u91ca\u201d<\/p>\n

\u5728\u6bcf\u4e2a\u7247\u6bb5\u5185\u90e8\uff0cCOMI\u6839\u636etoken\u7ea7MIG\u8fdb\u884c\u52a0\u6743\u878d\u5408\uff1a\u9ad8MIG token\uff08\u76f8\u5173\u4e14\u72ec\u7279\uff09\u5728\u878d\u5408\u4e2d\u5360\u4e3b\u5bfc\u6743\u91cd\uff0c\u4f4eMIG token\uff08\u5197\u4f59\u91cd\u590d\uff09\u88ab\u81ea\u7136\u7a00\u91ca\u3002\u8fd9\u4e00\u673a\u5236\u6709\u6548\u907f\u514d\u4e86\u4f20\u7edf\u5e73\u5747\u6c60\u5316\u5bfc\u81f4\u7684\u201c\u5173\u952e\u7ec6\u8282\u88ab\u5e73\u6ed1\u6389\u201d\u7684\u95ee\u9898\uff0c\u4f7f\u538b\u7f29\u540e\u7684\u8868\u793a\u65e2\u7d27\u51d1\u53c8\u5bcc\u542b\u591a\u6837\u5316\u4fe1\u606f\u3002<\/p>\n

\u6574\u4e2a\u6846\u67b6\u5728NaturalQuestions\u3001HotpotQA\u7b495\u4e2a\u6570\u636e\u96c6\u4e0a\u4ec5\u9700\u5355\u6b21\u8bad\u7ec3\uff0c\u5373\u53ef\u6267\u884c\u95ee\u7b54\u3001\u6458\u8981\u7b49\u591a\u79cd\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u3002<\/p>\n

\u572832\u500d\u538b\u7f29\u7ea6\u675f\u4e0b\uff0cCOMI\u4ee5Qwen2-7B\u4e3a\u57fa\u5ea7\uff0c\u5728NaturalQuestions\u4e0a\u5b9e\u73b049.15\u7684Exact Match\uff08EM\uff09\u5206\u6570\uff0c\u6bd4\u6b21\u4f18\u57fa\u7ebf\u9ad8\u51fa\u8fd125\u4e2a\u70b9\u3002\u5373\u4f7f\u9762\u5bf932K\u8d85\u957f\u6587\u672c\uff08NarrativeQA\uff09\uff0cCOMI\u4ecd\u80fd\u7a33\u5b9a\u4fdd\u7559\u63a8\u7406\u94fe\u5173\u952e\u8282\u70b9\uff0c\u8bc1\u660e\u5176\u5728\u6781\u7aef\u538b\u7f29\u573a\u666f\u4e0b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n

COMI\u751a\u81f3\u80fd\u63d0\u5347\u539f\u751f\u652f\u6301256K\u4e0a\u4e0b\u6587\u7684Qwen3-4B\u6027\u80fd\u3002\u5728NaturalQuestions\u4e0a\uff0c32\u500d\u538b\u7f29\u540e\u7684COMI\u8fbe\u523028.89\u7684F1\u5206\u6570\uff0c\u8fdc\u8d85\u76f4\u63a5\u8f93\u5165\u5b8c\u6574\u4e0a\u4e0b\u6587\u768416.90\u3002\u8fd9\u8bc1\u660e\u9ad8\u8d28\u91cf\u538b\u7f29\u4e0d\u4ec5\u662f\u201c\u51cf\u8d1f\u201d\uff0c\u66f4\u662f\u901a\u8fc7\u6d88\u9664\u5197\u4f59\u5e72\u6270\u5b9e\u73b0\u201c\u4fe1\u606f\u63d0\u7eaf\u201d\uff0c\u8ba9\u6a21\u578b\u66f4\u805a\u7126\u4e8e\u6838\u5fc3\u8bc1\u636e\u3002<\/p>\n

\u572832\u500d\u538b\u7f29\u4e0b\uff0cCOMI\u5b9e\u73b0\u7aef\u5230\u7aef\u63a8\u7406\u901f\u5ea62\u500d\u4ee5\u4e0a\u63d0\u5347\uff0c\u4e14\u538b\u7f29\u9636\u6bb5\u4ec5\u5f15\u5165\u8f7b\u91cf\u7ea7\u5f00\u9500\uff08NarrativeQA\u4efb\u52a1\u4e2d\u538b\u7f29\u8017\u65f62.76\u79d2\uff0c\u751f\u6210\u4ec50.50\u79d2\uff09\uff0c\u4e3a\u5de5\u4e1a\u7ea7\u90e8\u7f72\u94fa\u5e73\u9053\u8def\u3002<\/p>\n

COMI\u5de5\u4f5c\u4e3a\u957f\u4e0a\u4e0b\u6587\u9ad8\u6548\u63a8\u7406\u63d0\u4f9b\u4e86\u65b0\u8303\u5f0f\uff1a<\/p>\n

\u5b83\u901a\u8fc7\u8fb9\u9645\u4fe1\u606f\u589e\u76ca\u8fd9\u4e00\u7b80\u6d01\u800c\u6df1\u523b\u7684\u6307\u6807\uff0c\u5c06\u538b\u7f29\u76ee\u6807\u4ece\u201c\u4fdd\u7559\u76f8\u5173\u7247\u6bb5\u201d\u5347\u7ea7\u4e3a\u201c\u4fdd\u7559\u76f8\u5173\u4e14\u591a\u6837\u5316\u7684\u4fe1\u606f\u201d\uff0c\u4ece\u6839\u672c\u4e0a\u7834\u89e3\u4e86\u9ad8\u538b\u7f29\u7387\u4e0b\u7684\u6027\u80fd\u74f6\u9888\u3002\u7c97\u5230\u7ec6\u7684\u81ea\u9002\u5e94\u7b56\u7565\u5219\u786e\u4fdd\u4e86\u538b\u7f29\u8fc7\u7a0b\u65e2\u7b26\u5408\u5168\u5c40\u4fe1\u606f\u5206\u5e03\uff0c\u53c8\u4fdd\u7559\u5c40\u90e8\u8bed\u4e49\u7ec6\u8282\u3002<\/p>\n

\u8fd9\u9879\u7814\u7a76\u8bc1\u660e\uff0c\u771f\u6b63\u7684\u9ad8\u8d28\u91cf\u538b\u7f29\u4e0d\u662f\u7b80\u5355\u7684\u201c\u5220\u51cf\u201d\u2014\u2014\u8ba9\u6bcf\u4e00\u6bd4\u7279\u90fd\u627f\u8f7d\u591a\u6837\u5316\u7684\u4fe1\u606f\u4ef7\u503c\uff0c\u4e3a\u5927\u6a21\u578b\u8d70\u5411\u8f7b\u91cf\u5316\u3001\u5b9e\u7528\u5316\u8fc8\u51fa\u5173\u952e\u4e00\u6b65\u3002<\/p>\n

\u8bba\u6587\u6807\u9898\uff1aCOMI: Coarse-to-fine Context Compression via Marginal Information Gain\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2602.01719\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/Twilightaaa\/COMI<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

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COMI\u56e2\u961f \u6295\u7a3f<\/p>\n

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