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u201c\u4fee\u9970\u201d\u7b54\u6848\u6bd4\u5982\u5c06\u7b54\u6848\u7684\u9996\u5b57\u6bcd\u5927\u5199\u3002\u8fd9\u4e2a\u53d1\u73b0\u8ba9\u7814\u7a76\u56e2\u961f\u611f\u5230\u975e\u5e38\u60ca\u8bb6\uff0c\u56e0\u4e3a\u5927\u5bb6\u4e00\u76f4\u4ee5\u4e3a\u6574\u4e2a\u6a21\u578b\u7684\u8ba1\u7b97\u90fd\u662f\u5747\u5300\u63a8\u52a8\u7b54\u6848\u9884\u6d4b\u7684\uff0c\u4f46\u4e8b\u5b9e\u4e0a\u5b83\u662f\u5206\u9636\u6bb5\u8fdb\u884c\u7684\u3002\u8fd9\u8ba9\u5f20\u667a\u610f\u8bc6\u5230\uff0c\u7814\u7a76\u56e2\u961f\u4e0d\u4ec5\u5728\u7814\u7a76\u6a21\u578b\u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u66f4\u662f\u5728\u7814\u7a76\u5b83\u7684\u201c\u601d\u8003\u65b9\u5f0f\u201d\u3002\u6700\u7ec8\uff0c\u76f8\u5173\u8bba\u6587\u4ee5\u300a\u8de8\u6a21\u6001\u4fe1\u606f\u5728\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u6d41\u52a8\u300b\uff08Cross-modal Information Flow in Multimodal Large Language Models\uff09\u4e3a\u9898\u53d1\u5728&nbsp;arXiv[1]\u3002\u56fe | \u76f8\u5173\u8bba\u6587\uff08\u6765\u6e90\uff1aarXiv\uff09\u7531\u4e8e\u672c\u6b21\u7814\u7a76\u662f\u5728\u4e1a\u754c\u5df2\u7ecf\u8bad\u7ec3\u597d\u5e76\u4e14\u8868\u73b0\u6bd4\u8f83\u597d\u7684\u6a21\u578b\u4e0a\u505a\u7684\u63a2\u7d22\uff0c\u56e0\u6b64\u7814\u7a76\u56e2\u961f\u4e0b\u4e00\u6b65\u51c6\u5907\u5c06\u7814\u7a76\u7684\u6210\u679c\u5e94\u7528\u4e8e\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4e2d\uff0c\u65e8\u5728\u5f00\u53d1\u51fa\u4e00\u4e2a\u66f4\u9c81\u68d2\u548c\u8fd0\u884c\u66f4\u9ad8\u6548\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002\u53c2\u8003\u8d44\u6599\uff1a1.https:\/\/arxiv.org\/pdf\/2411.18620\u8fd0\u8425\/\u6392\u7248\uff1a\u4f55\u6668\u9f99","content":"<p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: 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#A3A3A3;\">\u7b2c\u4e00\u6b65\uff0c\u6a21\u578b\u5c06\u6574\u4e2a\u56fe\u50cf\u7684\u5168\u5c40\u89c6\u89c9\u4fe1\u606f\u4f20\u64ad\u5230\u8bed\u8a00\u5bf9\u5e94\u7684\u8868\u793a\u4e2d\u3002\u7b2c\u4e8c\u6b65\uff0c\u6a21\u578b\u5c06\u4e0e\u56de\u7b54\u95ee\u9898\u76f8\u5173\u7684\u7279\u5b9a\u89c6\u89c9\u4fe1\u606f\u8fdb\u4e00\u6b65\u4f20\u64ad\u5230\u8bed\u8a00\u8868\u793a\u4e2d\u3002\u7b2c\u4e09\u6b65\uff0c\u6a21\u578b\u5c06\u6574\u5408\u540e\u7684\u591a\u6a21\u6001\u4fe1\u606f\u5728\u95ee\u9898\u7684\u8868\u793a\u4e2d\u6d41\u5411\u8f93\u5165\u5e8f\u5217\u7684\u6700\u540e\u4e00\u4e2a\u4f4d\u7f6e\uff0c\u4ee5\u5e2e\u52a9\u751f\u6210\u6700\u7ec8\u9884\u6d4b\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u6700\u521d\u751f\u6210\u7684\u7b54\u6848\u662f\u5c0f\u5199\u5f62\u5f0f\uff0c\u7136\u540e\u5c06\u9996\u5b57\u6bcd\u8f6c\u6362\u4e3a\u5927\u5199\u3002\u8fd9\u8868\u660e\uff0c\u6a21\u578b\u7684\u8bed\u4e49\u5904\u7406\uff08\u5185\u5bb9\u7406\u89e3\uff09\u548c\u8bed\u6cd5\u5904\u7406\uff08\u683c\u5f0f\u8c03\u6574\uff09\u662f\u5206\u5f00\u8fdb\u884c\u7684\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: 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style=\"--tt-darkmode-color: #A3A3A3;\">\u5176\u6b21\uff0c\u5728\u6a21\u578b\u7f16\u8f91\uff08Model Editing\uff09\u65b9\u9762\uff0c\u8be5\u6210\u679c\u63d0\u4f9b\u4e86\u9488\u5bf9\u4e0d\u540c\u6a21\u6001\u4fe1\u606f\u5728\u4e0d\u540c\u5c42\u4e2d\u4f5c\u7528\u7684\u6df1\u523b\u7406\u89e3\uff0c\u6709\u52a9\u4e8e\u5f00\u53d1\u66f4\u7cbe\u51c6\u7684\u591a\u6a21\u6001\u4fe1\u606f\u5e72\u9884\u65b9\u6cd5\uff0c\u4f7f\u5f97\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u6216\u573a\u666f\u4e0b\u5177\u5907\u66f4\u5f3a\u7684\u9002\u5e94\u6027\uff0c\u6bd4\u5982\u5728\u533b\u7597\u5f71\u50cf\u5206\u6790\u3001\u81ea\u52a8\u9a7e\u9a76\u548c\u667a\u80fd\u76d1\u63a7\u7b49\u9886\u57df\u4f18\u5316\u51b3\u7b56\u673a\u5236\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: 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src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/6c72bd0a5d3748c788946142e3754ade~tplv-obj.image?lk3s=ef143cfe&amp;traceid=2025062913205163DE484A4C5A7FEF4FF0&amp;x-expires=2147483647&amp;x-signature=%2BTeM5p93t8X0DNdeWsU9QiV76e8%3D\"\/>\uff08\u6765\u6e90\uff1aarXiv\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u8fd1\u5e74\u6765\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\uff08\u5982\u89c6\u89c9\u95ee\u7b54\u3001\u56fe\u50cf\u5b57\u5e55\u751f\u6210\u7b49\uff09\u4e2d\u8868\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u7ed3\u5408\u4e86\u5f53\u524d\u6d41\u884c\u7684\u5927\u6a21\u578b\u548c\u89c6\u89c9\u7f16\u7801\u5668\uff08Vision Encoder\uff09\uff0c\u4f7f\u5176\u80fd\u591f\u540c\u65f6\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7136\u800c\uff0c\u5c3d\u7ba1\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u5b9e\u9645\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4eba\u4eec\u5bf9\u5176\u5185\u90e8\u5de5\u4f5c\u673a\u5236\u4ecd\u7136\u7f3a\u4e4f\u6df1\u5165\u7406\u89e3\uff0c\u5c24\u5176\u662f\u89c6\u89c9\u4fe1\u606f\u548c\u8bed\u8a00\u4fe1\u606f\u5728\u6a21\u578b\u5185\u90e8\u662f\u5982\u4f55\u4ea4\u4e92\u548c\u878d\u5408\u7684\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u56e0\u6b64\uff0c\u672c\u7814\u7a76\u7684\u76ee\u6807\u662f\u63ed\u793a\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u6267\u884c\u591a\u6a21\u6001\u4efb\u52a1\u7684\u65f6\u5019\u6a21\u578b\u5185\u90e8\u7684\u5de5\u4f5c\u673a\u5236\u662f\u4ec0\u4e48\u6837\u7684\uff1f\u5c24\u5176\u662f\u4e0d\u540c\u6a21\u6001\uff08\u89c6\u89c9\u548c\u8bed\u8a00\uff09\u4e4b\u95f4\u7684\u4fe1\u606f\u6d41\u52a8\u8fc7\u7a0b\u4ee5\u53ca\u878d\u5408\u4ea4\u4e92\u8fc7\u7a0b\u662f\u600e\u6837\u7684\uff1f<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u57fa\u4e8e\u6b64\uff0c\u672c\u6b21\u8bfe\u9898\u7684\u4e3b\u8981\u7814\u7a76\u95ee\u9898\u5305\u62ec\uff1a<\/span><\/span><\/p><ul><li style=\"text-align: left;\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u89c6\u89c9\u4fe1\u606f\u4e0e\u8bed\u8a00\u4fe1\u606f\u5982\u4f55\u878d\u5408\uff1f\u6a21\u578b\u5982\u4f55\u5c06\u6574\u4f53\u56fe\u50cf\u4fe1\u606f\u4e8e\u8bed\u8a00\u4fe1\u606f\u878d\u5408\uff1f\u6a21\u578b\u5982\u4f55\u5c06\u95ee\u9898\u76f8\u5173\u7684\u89c6\u89c9\u4fe1\u606f\u4e0e\u8bed\u8a00\u4fe1\u606f\u878d\u5408\uff1f<\/span><\/span><\/li><\/ul><ul><li style=\"text-align: left;\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6a21\u578b\u7684\u4e0d\u540c\u5c42\uff08layer\uff09\u4e2d\u5982\u4f55\u5904\u7406\u4e0d\u540c\u6a21\u6001\u4fe1\u606f\uff1f\u89c6\u89c9\u548c\u8bed\u8a00\u4fe1\u606f\u5728\u6a21\u578b\u7684\u4e0d\u540c\u5c42\u4e2d\u5982\u4f55\u4f20\u64ad\uff1f\u4f4e\u5c42\u3001\u4e2d\u5c42\u548c\u9ad8\u5c42\u7684\u529f\u80fd\u5982\u4f55\u5206\u5de5\uff1f<\/span><\/span><\/li><\/ul><ul><li style=\"text-align: left;\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u89c6\u89c9\u548c\u8bed\u8a00\u4fe1\u606f\u5982\u4f55\u5f71\u54cd\u6700\u7ec8\u9884\u6d4b\uff1f\u8bed\u8a00\u548c\u89c6\u89c9\u4fe1\u606f\u5728\u6700\u7ec8\u9884\u6d4b\u7b54\u6848\u65f6\u7684\u8d21\u732e\u662f\u4ec0\u4e48\uff1f\u9884\u6d4b\u7684\u7b54\u6848\u5728\u6a21\u578b\u5185\u90e8\u662f\u5982\u4f55\u751f\u6210\u7684\uff1f<\/span><\/span><\/li><\/ul><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7136\u800c\uff0c\u73b0\u5b9e\u5f88\u5feb\u7ed9\u7814\u7a76\u56e2\u961f\u5e26\u6765\u4e86\u6311\u6218\u3002\u591a\u6a21\u6001\u5927\u6a21\u578b\u662f\u201c\u7275\u4e00\u53d1\u52a8\u5168\u8eab\u201d\u7684\u9ad8\u5ea6\u590d\u6742\u7cfb\u7edf\uff0c\u60f3\u8981\u4ece\u5e95\u5c42\u7ec6\u7c92\u5ea6\u5730\u89e3\u6790\u6240\u6709\u7ec6\u8282\uff0c\u4e0d\u4ec5\u8ba1\u7b97\u91cf\u5de8\u5927\uff0c\u5206\u6790\u96be\u5ea6\u4e5f\u6781\u9ad8\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8d70\u4e86\u4e0d\u5c11\u5f2f\u8def\uff0c\u5c1d\u8bd5\u4e86\u5404\u79cd\u590d\u6742\u7684\u5b9e\u9a8c\u8bbe\u8ba1\uff0c\u4f46\u7531\u4e8e\u53d8\u91cf\u592a\u591a\uff0c\u5f97\u5230\u7684\u7ed3\u679c\u5f80\u5f80\u8fc7\u4e8e\u96f6\u6563\uff0c\u96be\u4ee5\u5f62\u6210\u5b8c\u6574\u7684\u7406\u8bba\u6846\u67b6\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: 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style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7814\u7a76\u4e2d\uff0c\u6709\u7684\u53d1\u73b0\u662f\u610f\u60f3\u4e0d\u5230\u6216\u8005\u5076\u7136\u53d1\u73b0\u7684\u3002\u6bd4\u5982\uff1a\u7b54\u6848\u751f\u6210\u91c7\u53d6\u7684\u662f\u4e24\u9636\u6bb5\u673a\u5236\u3002\u6700\u521d\uff0c\u7814\u7a76\u56e2\u961f\u4e3b\u8981\u5173\u6ce8\u89c6\u89c9\u4fe1\u606f\u548c\u8bed\u8a00\u4fe1\u606f\u5728\u7f51\u7edc\u4e2d\u5982\u4f55\u6574\u5408\u4ee5\u53ca\u5982\u4f55\u4f20\u64ad\uff0c\u4f46\u6709\u4e00\u5929\u5728\u5206\u6790\u6a21\u578b\u751f\u6210\u7b54\u6848\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5f20\u667a\u65e0\u610f\u4e2d\u53d1\u73b0\u7b54\u6848\u5728\u4e2d\u5c42\u5c31\u5df2\u7ecf\u57fa\u672c\u786e\u5b9a\uff0c\u800c\u9ad8\u5c42\u7684\u4f5c\u7528\u4f3c\u4e4e\u53ea\u662f\u201c\u4fee\u9970\u201d\u7b54\u6848\u6bd4\u5982\u5c06\u7b54\u6848\u7684\u9996\u5b57\u6bcd\u5927\u5199\u3002\u8fd9\u4e2a\u53d1\u73b0\u8ba9\u7814\u7a76\u56e2\u961f\u611f\u5230\u975e\u5e38\u60ca\u8bb6\uff0c\u56e0\u4e3a\u5927\u5bb6\u4e00\u76f4\u4ee5\u4e3a\u6574\u4e2a\u6a21\u578b\u7684\u8ba1\u7b97\u90fd\u662f\u5747\u5300\u63a8\u52a8\u7b54\u6848\u9884\u6d4b\u7684\uff0c\u4f46\u4e8b\u5b9e\u4e0a\u5b83\u662f\u5206\u9636\u6bb5\u8fdb\u884c\u7684\u3002\u8fd9\u8ba9\u5f20\u667a\u610f\u8bc6\u5230\uff0c\u7814\u7a76\u56e2\u961f\u4e0d\u4ec5\u5728\u7814\u7a76\u6a21\u578b\u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u66f4\u662f\u5728\u7814\u7a76\u5b83\u7684\u201c\u601d\u8003\u65b9\u5f0f\u201d\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6700\u7ec8\uff0c\u76f8\u5173\u8bba\u6587\u4ee5\u300a\u8de8\u6a21\u6001\u4fe1\u606f\u5728\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u6d41\u52a8\u300b\uff08Cross-modal Information Flow in Multimodal Large Language Models\uff09\u4e3a\u9898\u53d1\u5728&nbsp;<\/span><\/span><em><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">arXiv<\/span><\/span><\/em><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">[1]\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/d5750762782440fba6fc3edd9f3c3ad7~tplv-obj.image?lk3s=ef143cfe&amp;traceid=2025062913205163DE484A4C5A7FEF4FF0&amp;x-expires=2147483647&amp;x-signature=ZlUfkH6LsnzPpCs3liO8Q6ahlcQ%3D\"\/>\u56fe | \u76f8\u5173\u8bba\u6587\uff08\u6765\u6e90\uff1aarXiv\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7531\u4e8e\u672c\u6b21\u7814\u7a76\u662f\u5728\u4e1a\u754c\u5df2\u7ecf\u8bad\u7ec3\u597d\u5e76\u4e14\u8868\u73b0\u6bd4\u8f83\u597d\u7684\u6a21\u578b\u4e0a\u505a\u7684\u63a2\u7d22\uff0c\u56e0\u6b64\u7814\u7a76\u56e2\u961f\u4e0b\u4e00\u6b65\u51c6\u5907\u5c06\u7814\u7a76\u7684\u6210\u679c\u5e94\u7528\u4e8e\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4e2d\uff0c\u65e8\u5728\u5f00\u53d1\u51fa\u4e00\u4e2a\u66f4\u9c81\u68d2\u548c\u8fd0\u884c\u66f4\u9ad8\u6548\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u53c2\u8003\u8d44\u6599\uff1a<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">1.https:\/\/arxiv.org\/pdf\/2411.18620<\/span><\/span><\/p><p style=\"line-height: 1;\"><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u8fd0\u8425\/\u6392\u7248\uff1a\u4f55\u6668\u9f99<\/span><\/span><\/p><\/div><\/div><\/div>","content_en":null,"content_all":null,"article_url":"http:\/\/www.sciphi.cn\/article\/view\/14957","typeName":"AI"},"code":10000,"message":"\u6210\u529f"}