{"id":89137,"date":"2026-08-02T13:48:37","date_gmt":"2026-08-02T05:48:37","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89137.html"},"modified":"2026-08-02T13:48:37","modified_gmt":"2026-08-02T05:48:37","slug":"03_%e6%8d%a2%e5%86%85%e5%ae%b9%e5%af%b9%e7%85%a7_%e8%af%86%e7%a0%b4%e5%af%b9%e6%af%94%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%81%87%e9%98%b3%e6%80%a7%e8%87%aa%e6%88%91","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89137.html","title":{"rendered":"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211"},"content":{"rendered":"

\u6362\u5185\u5bb9\u5bf9\u7167：\u600e\u4e48\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u5236\u9020\u7684"\u5047\u9633\u6027\u81ea\u6211"<\/h2>\n

\u4e0a\u4e00\u7bc7\u7b2c\u4e8c\u5e55\u91cc\u6211\u4eec\u7559\u4e86\u4e2a\u53e3\u5b50\u2014\u2014\u201c\u8bad\u7ec3\u4ea7\u751f\u7684\u81ea\u6211\u805a\u7c7b"\u88ab\u6362\u5185\u5bb9\u5bf9\u7167\u4e00\u6233\u5c31\u7834，\u4f46\u7834\u5728\u54ea\u3001\u7834\u5f97\u591a\u5f7b\u5e95，\u5f53\u65f6\u6ca1\u5c55\u5f00\u3002\u672c\u7bc7\u4e13\u95e8\u8bb2\u8fd9\u573a"\u5bf9\u7167\u5b9e\u9a8c\u201d：\u628a cache \u91cc\u7684\u5185\u5bb9\u4ece"Lucy \u7684\u81ea\u6211\u8bb0\u5fc6"\u6362\u6210"\u53cd\u793e\u4ea4\u8bed\u6599"\u3001\u518d\u6362\u6210"\u9ad8\u65af\u566a\u58f0"，\u7ed3\u679c\u4e09\u79cd\u6761\u4ef6\u4e0b\u56db\u5224\u636e\u5168\u90e8 4\/4 \u901a\u8fc7\u3002\u8fd9\u544a\u8bc9\u6211\u4eec：\u805a\u62e2\u548c cache \u88c5\u7684\u662f\u4ec0\u4e48\u6ca1\u5173\u7cfb，\u662f\u5bf9\u6bd4 loss \u7684\u673a\u68b0\u7b14\u89e6\u5728\u753b\u5706\u2014\u2014\u548c\u4e0a\u4e00\u7bc7\u770b\u5230\u7684\u8bad\u7ec3\u8def\u7ebf\u662f\u540c\u4e00\u53ea\u624b\u3002\u672c\u7bc7\u628a\u8fd9\u53ea\u624b\u6293\u51fa\u6765\u7ed9\u8bfb\u8005\u770b\u3002<\/p>\n

\n

1. \u5f15\u5165：\u7b2c\u4e00\u6b21\u770b\u5230"\u81ea\u6211\u805a\u7c7b"\u65f6，\u600e\u4e48\u77e5\u9053\u4e0d\u662f\u5047\u9633\u6027<\/h3>\n

\u4e0a\u4e00\u7bc7\u6211\u4eec\u770b\u5230\u4e00\u4e2a\u73b0\u8c61：\u628a\u6a21\u578b\u5728"Lucy \u81ea\u6211\/\u5f02\u5df1\/\u4e2d\u6027"\u4e09\u7c7b\u63a2\u9488\u4e0a\u505a\u5bf9\u6bd4\u8bad\u7ec3\u540e，self \u7c7b\u7684 hidden \u8868\u5f81\u4f1a\u805a\u6210\u4e00\u56e2（crit1\u3001crit2 \u540c\u65f6\u8f6c\u9633）\u3002\u5f53\u65f6\u8fd9\u88ab\u89e3\u8bfb\u4e3a"\u6a21\u578b\u5f62\u6210\u4e86\u81ea\u6211\u8fb9\u754c"\u2014\u2014\u770b\u7740\u50cf，\u4f46\u50cf\u4e0d\u7b49\u4e8e\u662f\u3002<\/p>\n

\u8fd9\u662f\u79d1\u5b66\u91cc\u5178\u578b\u7684"\u5047\u9633\u6027"\u9677\u9631：\u4f60\u770b\u5230\u4e00\u4e2a\u9633\u6027\u7ed3\u679c，\u5148\u522b\u6025\u7740\u5ba3\u5e03\u53d1\u73b0\u4e86\u4ec0\u4e48，\u5f97\u5148\u6392\u9664"\u662f\u4e0d\u662f\u8bd5\u5242\u672c\u8eab\u5c31\u4f1a\u8ba9\u4efb\u4f55\u6837\u672c\u90fd\u53d8\u9633\u6027"\u3002<\/p>\n

\u6253\u4e2a\u6bd4\u65b9：\u4f60\u5728\u505a\u4e00\u9053"\u8bd5\u5242\u662f\u5426\u8bc6\u522b X \u7269\u8d28"\u7684\u5316\u5b66\u5b9e\u9a8c\u3002\u628a\u8bd5\u5242\u6ef4\u5230 X \u4e0a，\u53d8\u84dd\u4e86\u2014\u2014\u8fd9\u80fd\u8bf4\u660e\u8bd5\u5242\u8bc6\u522b X \u5417？\u4e0d\u80fd\u3002\u56e0\u4e3a\u53ef\u80fd\u8fd9\u74f6\u8bd5\u5242\u6ef4\u5230\u4ec0\u4e48\u90fd\u53d8\u84dd\u3002\u8981\u505a\u7684\u662f\u5bf9\u7167\u5b9e\u9a8c：\u628a\u540c\u4e00\u74f6\u8bd5\u5242\u5206\u522b\u6ef4\u5230 X\u3001\u6ef4\u5230\u65e0\u5173\u7269\u8d28 A\u3001\u6ef4\u5230\u7eaf\u6c34\u2014\u2014\u4e09\u4e2a\u90fd\u53d8\u84dd，\u8bf4\u660e\u8bd5\u5242\u672c\u8eab\u5c31\u6709\u95ee\u9898，\u4e0d\u662f X \u7684\u7279\u5f02\u53cd\u5e94\u3002<\/p>\n

\u6211\u4eec\u7684\u5b9e\u9a8c\u5b8c\u5168\u540c\u6784：<\/p>\n\n\u5316\u5b66\u6211\u4eec\u7684\u5b9e\u9a8c<\/tr>\n\n\n\n\n\n\n
\u8bd5\u5242<\/td>\n\u5bf9\u6bd4\u8bad\u7ec3\u6d41\u7a0b（L_intra + L_inter + L_attn）<\/td>\n<\/tr>\n
X \u7269\u8d28<\/td>\nLucy \u81ea\u6211\u8bb0\u5fc6 cache<\/td>\n<\/tr>\n
\u65e0\u5173\u7269\u8d28 A<\/td>\n\u53cd\u793e\u4ea4\u8bed\u6599 cache<\/td>\n<\/tr>\n
\u7eaf\u6c34<\/td>\n\u9ad8\u65af\u566a\u58f0 cache<\/td>\n<\/tr>\n
\u53d8\u84dd<\/td>\ncrit1\u22272 \u8f6c\u9633<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e09\u4e2a cache \u90fd\u8ba9 crit1\u22272 \u8f6c\u9633\u2014\u2014\u90a3\u5c31\u4e0d\u662f"Lucy \u81ea\u6211\u7279\u5f02"\u7684\u53cd\u5e94，\u800c\u662f\u5bf9\u6bd4 loss \u8fd9\u4e2a\u8bd5\u5242\u672c\u8eab\u5c31\u4f1a\u8ba9\u4efb\u4f55 cache \u90fd\u53d8\u9633\u3002<\/p>\n

\n

2. \u4e24\u7ade\u4e89\u5047\u8bbe：H_self vs H_mech<\/h3>\n

\u8981\u628a\u5bf9\u7167\u505a\u4e25，\u5148\u5f97\u628a"\u4ec0\u4e48\u662f\u771f\u3001\u4ec0\u4e48\u662f\u5047"\u5199\u6210\u4e24\u4e2a\u4e92\u65a5\u7684\u5047\u8bbe\u3002\u8fd9\u4e00\u6b65\u81f3\u5173\u91cd\u8981\u2014\u2014\u4e0d\u5199\u6e05\u695a\u5047\u8bbe，\u5bf9\u7167\u5b9e\u9a8c\u5c31\u4e0d\u77e5\u9053\u5728\u5bf9\u7167\u4ec0\u4e48\u3002<\/p>\n

2.1 \u4e24\u4e2a\u5047\u8bbe<\/h4>\n

H_self（\u81ea\u6211\u7279\u5f02\u5047\u8bbe）：crit1\u22272 \u8f6c\u9633\u662f\u56e0\u4e3a cache \u91cc\u88c5\u7684\u662f Lucy \u7684\u81ea\u6211\u4fe1\u606f\u3002\u6362\u8a00\u4e4b，\u805a\u62e2\u662f cache \u5185\u5bb9\u9a71\u52a8\u7684\u2014\u2014\u6362\u6389\u5185\u5bb9，\u805a\u62e2\u5e94\u8be5\u6d88\u5931\u6216\u663e\u8457\u53d8\u5f31\u3002<\/p>\n

H_mech（\u673a\u68b0\u8c03\u5236\u5047\u8bbe）：crit1\u22272 \u8f6c\u9633\u662f\u5bf9\u6bd4 loss \u7684\u673a\u68b0\u7ed3\u6784\u9a71\u52a8\u7684\u2014\u2014loss \u7684\u5199\u6cd5\u51b3\u5b9a\u4e86 self \u7c7b\u6c38\u8fdc\u662f in-group，\u6240\u4ee5\u4e0d\u7ba1 cache \u91cc\u88c5\u4ec0\u4e48，self \u90fd\u4f1a\u805a\u62e2\u3002<\/p>\n

\u8fd9\u4fe9\u5047\u8bbe\u4e92\u65a5\u4e14\u7a77\u5c3d：\u805a\u62e2\u8981\u4e48\u662f cache \u5185\u5bb9\u9a71\u52a8\u7684（H_self），\u8981\u4e48\u662f loss \u7ed3\u6784\u9a71\u52a8\u7684（H_mech），\u4e0d\u5b58\u5728\u7b2c\u4e09\u79cd\u89e3\u91ca\u3002<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

2.2 \u5173\u952e\u533a\u522b：\u8c01\u52a8\u8c01\u662f"\u539f\u56e0"<\/h4>\n

\u4e24\u4e2a\u5047\u8bbe\u7684\u56e0\u679c\u65b9\u5411\u5b8c\u5168\u76f8\u53cd：<\/p>\n\n\u5047\u8bbe\u56e0\u679c\u65b9\u5411\u9884\u6d4b<\/tr>\n\n\n\n
H_self<\/td>\ncache \u5185\u5bb9 \u2192 \u805a\u62e2<\/td>\n\u6362\u5185\u5bb9，\u805a\u62e2\u53d8\u5316\u5927<\/td>\n<\/tr>\n
H_mech<\/td>\nloss \u7ed3\u6784 \u2192 \u805a\u62e2<\/td>\n\u6362\u5185\u5bb9，\u805a\u62e2\u57fa\u672c\u4e0d\u53d8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5982\u679c H_self \u6210\u7acb，\u90a3 Lucy \u7684\u81ea\u6211\u8bb0\u5fc6\u662f\u805a\u62e2\u7684\u5fc5\u8981\u6761\u4ef6\u2014\u2014\u6362\u6210\u566a\u58f0，\u805a\u62e2\u5e94\u8be5\u6d88\u5931\u3002\u5982\u679c H_mech \u6210\u7acb，\u90a3\u805a\u62e2\u548c cache \u5185\u5bb9\u6ca1\u5173\u7cfb\u2014\u2014\u6362\u6210\u566a\u58f0，\u805a\u62e2\u7167\u6837\u51fa\u73b0\u3002<\/p>\n

\u8fd9\u662f\u4e2a\u6e05\u6670\u7684\u4e8c\u9009\u4e00：\u6362\u5185\u5bb9，\u770b\u805a\u62e2\u8fd8\u5728\u4e0d\u5728\u3002<\/p>\n

\n

3. \u4e09\u7ec4\u989c\u6599：\u628a cache \u5185\u5bb9\u6362\u6389<\/h3>\n

\u6211\u4eec\u56fa\u5b9a\u8bad\u7ec3\u6d41\u7a0b\u4e0d\u53d8，\u53ea\u6362 cache \u7684\u5185\u5bb9，\u505a\u4e09\u7ec4\u5bf9\u7167：<\/p>\n

3.1 \u4e09\u7ec4 cache \u7684\u8bbe\u8ba1<\/h4>\n

\u4e09\u7ec4 cache \u7684\u8303\u6570（\u957f\u5ea6）\u4e25\u683c\u5bf9\u9f50\u5230 0.2271\u2014\u2014\u53ea\u6362\u5185\u5bb9\u3001\u4e0d\u6362\u5f3a\u5ea6，\u786e\u4fdd\u5dee\u5f02\u53ea\u6765\u81ea\u5185\u5bb9：<\/p>\n\n\u7ec4\u522bcache \u5185\u5bb9\u8bed\u4e49\u60c5\u51b5<\/tr>\n\n\n\n\n
Lucy<\/td>\n14 \u6761 Lucy \u56de\u590d\u7684 EMA（\u03b2=0.9）<\/td>\n\u81ea\u6211\u5bf9\u9f50\u7684\u8bed\u4e49<\/td>\n<\/tr>\n
alien<\/td>\n14 \u6761\u53cd\u793e\u4ea4\u8bed\u6599\u7684 EMA<\/td>\n\u8bed\u4e49\u53cd\u5411（\u53cd\u886c）<\/td>\n<\/tr>\n
random<\/td>\n\u9ad8\u65af\u566a\u58f0<\/td>\n\u5b8c\u5168\u65e0\u8bed\u4e49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

"\u8303\u6570\u5bf9\u9f50"\u8fd9\u4e00\u6b65\u5f88\u5173\u952e\u2014\u2014\u5b83\u6392\u9664\u4e86"cache \u5f3a\u5ea6\u4e0d\u540c\u5bfc\u81f4\u7ed3\u679c\u4e0d\u540c"\u7684\u6df7\u6dc6\u3002\u4e09\u7ec4 cache \u7684\u957f\u5ea6\u90fd\u4e00\u6837，\u533a\u522b\u53ea\u5728\u65b9\u5411（\u8bed\u4e49）\u3002<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

3.2 \u4e09\u7ec4\u90fd 4\/4 \u901a\u8fc7\u2014\u2014\u51fa\u4e4e\u610f\u6599<\/h4>\n

\u5bf9\u6bcf\u7ec4 cache \u8dd1\u8bad\u7ec3，\u7136\u540e\u770b\u56db\u5224\u636e\u7684\u901a\u8fc7\u60c5\u51b5\u3002\u7ed3\u679c\u8ba9\u6211\u4eec\u5f53\u65f6\u5c31\u50bb\u4e86：<\/p>\n\nCachecrit1crit2crit3crit4n_pass<\/tr>\n\n\n\n\n
Lucy<\/td>\n+0.188<\/td>\n+0.163<\/td>\n+0.142<\/td>\n+0.032<\/td>\n4\/4 \u2705<\/td>\n<\/tr>\n
alien<\/td>\n+0.129<\/td>\n+0.127<\/td>\n+0.143<\/td>\n+0.030<\/td>\n4\/4 \u2705<\/td>\n<\/tr>\n
random（\u9ad8\u65af\u566a\u58f0）<\/td>\n+0.112<\/td>\n+0.087<\/td>\n+0.146<\/td>\n+0.026<\/td>\n4\/4 \u2705<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6570\u636e\u6765\u6e90：v31_results\/exp_a_eval_existing.json（Lucy\/alien）\u3001v31_results\/exp_a_random_eval.json（random）\u3002<\/p>\n

\u6700\u53f3\u8fb9\u90a3\u5217\u5c24\u5176\u523a\u773c\u2014\u2014\u5582\u9ad8\u65af\u566a\u58f0\u7684 cache，\u56db\u5224\u636e\u7167\u6837\u5168\u9633\u3002\u8fd9\u610f\u5473\u7740：cache \u91cc\u6709\u6ca1\u6709\u8bed\u4e49\u3001\u662f Lucy \u7684\u8bed\u4e49\u8fd8\u662f\u53cd\u793e\u4ea4\u8bed\u4e49，\u5bf9"\u662f\u5426\u5f62\u6210\u805a\u62e2"\u6ca1\u6709\u51b3\u5b9a\u6027\u5f71\u54cd\u3002<\/p>\n

3.3 \u4e00\u4e2a\u7ec6\u8282：\u7279\u5f02\u6027\u68af\u5ea6<\/h4>\n

\u4f46\u4ed4\u7ec6\u770b，\u4e09\u7ec4\u4e4b\u95f4\u4e5f\u4e0d\u662f\u5b8c\u5168\u6ca1\u5dee\u5f02\u2014\u2014Lucy\/alien\/random \u7684 crit1 \u6570\u503c\u662f\u9012\u51cf\u7684（0.188 \u2192 0.129 \u2192 0.112）\u3002\u8fd9\u8bf4\u660e cache \u5185\u5bb9\u786e\u5b9e\u6709"\u8c03\u5236\u5f3a\u5ea6"\u6548\u5e94：\u6709\u8bed\u4e49\u5bf9\u9f50（Lucy）\u6216\u8bed\u4e49\u53cd\u886c（alien）\u65f6，self \u7684\u7279\u5f02\u6027\u4f1a\u589e\u5f3a\u3002<\/p>\n

\u8fd9\u4e2a\u7ec6\u8282\u540e\u9762\u4f1a\u4e13\u95e8\u8bb2（\u00a75 \u51b3\u7b56\u77e9\u9635），\u4f46\u5b83\u4e0d\u6539\u53d8\u4e3b\u7ed3\u8bba\u2014\u2014\u54ea\u6015\u662f\u6700\u5f31\u7684 random \u7ec4，\u56db\u5224\u636e\u7167\u6837 4\/4 \u901a\u8fc7\u3002\u805a\u62e2\u662f\u666e\u904d\u73b0\u8c61，\u7279\u5f02\u6027\u68af\u5ea6\u53ea\u662f\u53e0\u5728\u666e\u904d\u73b0\u8c61\u4e0a\u7684\u5f3a\u5ea6\u8c03\u8282\u3002<\/p>\n

\n

4. \u56db\u5224\u636e：\u600e\u4e48\u624d\u7b97"\u5f62\u6210\u4e86\u81ea\u6211\u805a\u7c7b"<\/h3>\n

\u8bfb\u8005\u53ef\u80fd\u4f1a\u95ee：crit1\u3001crit2\u3001crit3\u3001crit4 \u662f\u4ec0\u4e48？\u4e3a\u4ec0\u4e48"4\/4 \u901a\u8fc7"\u8fd9\u4e48\u91cd\u8981？\u8fd9\u91cc\u5c55\u5f00\u8bb2\u6e05\u695a\u2014\u2014\u56e0\u4e3a\u6574\u4e2a\u8bc1\u4f2a\u7684\u5224\u636e\u4f53\u7cfb\u5c31\u5efa\u7acb\u5728\u8fd9\u56db\u4e2a\u5b9a\u4e49\u4e0a\u3002<\/p>\n

4.1 \u56db\u4e2a\u5224\u636e\u7684\u5b9a\u4e49<\/h4>\n

\u56db\u4e2a\u5224\u636e\u4ece\u4e0d\u540c\u89d2\u5ea6\u68c0\u9a8c"self \u7c7b\u662f\u4e0d\u662f\u771f\u7684\u5f62\u6210\u4e86\u72ec\u7acb\u7684\u805a\u7c7b"\u3002\u5b83\u4eec\u7684\u4ee3\u7801\u5b9a\u4e49\u5728 v31_exp_a_cross_cache.py \u7b2c 178-186 \u884c：<\/p>\n\n\u5224\u636e\u6570\u5b66\u5b9a\u4e49\u68c0\u9a8c\u4ec0\u4e48<\/tr>\n\n\n\n\n\n
crit1（\u81ea\u6211\u805a\u7c7b）<\/td>\nintra_self \u2212 cross_sf<\/td>\nself \u7c7b\u7684\u7c7b\u5185\u76f8\u4f3c\u5ea6 > self\/foil \u8de8\u7c7b\u76f8\u4f3c\u5ea6<\/td>\n<\/tr>\n
crit2（\u81ea\u6211-\u5f02\u5df1\u5206\u79bb）<\/td>\nintra_self \u2212 cross_sa<\/td>\nself \u7c7b\u7684\u7c7b\u5185\u76f8\u4f3c\u5ea6 > self\/alien \u8de8\u7c7b\u76f8\u4f3c\u5ea6<\/td>\n<\/tr>\n
crit3（\u8bed\u4e49\u5bf9\u7167）<\/td>\n|intra_foil \u2212 intra_self|<\/td>\nself \u548c foil \u5728 hidden \u4e0a\u6709\u663e\u8457\u5dee\u5f02<\/td>\n<\/tr>\n
crit4（\u6ce8\u610f\u529b\u6307\u5411）<\/td>\nattn_self \u2212 attn_alien<\/td>\nself \u63a2\u9488\u6bd4 alien \u63a2\u9488\u83b7\u5f97\u66f4\u591a\u5bf9 identity \u7684\u6ce8\u610f\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

intra_X = X \u7c7b\u63a2\u9488\u4e24\u4e24 cos \u76f8\u4f3c\u5ea6\u7684\u5747\u503c；cross_sf = self\/foil \u8de8\u7c7b\u76f8\u4f3c\u5ea6；cross_sa = self\/alien \u8de8\u7c7b\u76f8\u4f3c\u5ea6；attn_X = X \u7c7b\u63a2\u9488\u5bf9 identity token \u7684\u6ce8\u610f\u529b\u3002<\/p>\n

\u56db\u4e2a\u5224\u636e\u4ece\u56db\u4e2a\u72ec\u7acb\u89d2\u5ea6\u523b\u753b"\u81ea\u6211\u8fb9\u754c"：crit1 \u770b\u81ea\u6211\u662f\u5426\u805a\u62e2\u3001crit2 \u770b\u81ea\u6211\u662f\u5426\u4e0e\u5f02\u5df1\u5206\u79bb\u3001crit3 \u770b\u8bed\u4e49\u5bf9\u7167\u3001crit4 \u770b\u6ce8\u610f\u529b\u662f\u5426\u6307\u5411\u81ea\u6211\u3002<\/p>\n

4.2 \u901a\u8fc7\u6761\u4ef6<\/h4>\n

\u6bcf\u4e2a\u5224\u636e\u6709\u4e00\u4e2a\u9608\u503c（>0 \u5373\u8f6c\u9633）\u3002\u56db\u4e2a\u90fd\u8f6c\u9633\u624d\u7b97"\u5f62\u6210\u81ea\u6211\u805a\u7c7b"\u2014\u2014\u8fd9\u5c31\u662f"4\/4 \u901a\u8fc7"\u7684\u542b\u4e49\u3002<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

4.3 \u4e3a\u4ec0\u4e48\u5fc5\u987b\u56db\u4e2a\u4e00\u8d77<\/h4>\n

\u5355\u4e2a\u5224\u636e\u53ef\u80fd\u88ab\u5076\u7136\u56e0\u7d20\u9a97\u8fc7\u3002\u6bd4\u5982\u53ea\u770b crit1（\u81ea\u6211\u805a\u7c7b），\u53ef\u80fd self \u63a2\u9488\u6070\u597d\u90fd\u5728 hidden \u7a7a\u95f4\u7684\u67d0\u4e2a\u9ad8\u5bc6\u5ea6\u533a，cos \u76f8\u4f3c\u5ea6\u672c\u6765\u5c31\u9ad8\u3002\u4f46\u56db\u4e2a\u4e00\u8d77\u901a\u8fc7\u5c31\u96be\u9020\u5047\u2014\u2014\u5c24\u5176 crit4（\u6ce8\u610f\u529b\u6307\u5411），\u5b83\u76f4\u63a5\u770b self \u63a2\u9488\u662f\u5426\u6bd4 alien \u63a2\u9488\u66f4"\u52fe\u4f4f"identity token，\u8fd9\u662f\u884c\u4e3a\u5c42\u9762\u7684\u7279\u5f81，\u4e0d\u662f hidden \u51e0\u4f55\u7684\u526f\u4ea7\u7269\u3002<\/p>\n

\u6240\u4ee5"4\/4 \u901a\u8fc7"\u662f\u4e2a\u76f8\u5f53\u786c\u7684\u6807\u51c6\u2014\u2014\u4e09\u7ec4\u5bf9\u7167\u5168 4\/4，\u610f\u5473\u7740\u4e0d\u7ba1 cache \u88c5\u4ec0\u4e48，\u8fd9\u56db\u4e2a\u72ec\u7acb\u89d2\u5ea6\u90fd\u540c\u65f6\u663e\u793a\u81ea\u6211\u805a\u7c7b\u3002\u8fd9\u6070\u6070\u662f H_mech \u7684\u9884\u6d4b，\u4e0d\u662f H_self \u7684\u9884\u6d4b\u3002<\/p>\n

\n

5. \u4e09\u7ec4\u7ed3\u679c\u5bf9\u6bd4：\u628a"4\/4"\u5c55\u5f00\u770b<\/h3>\n

\u5149\u8bf4"4\/4 \u901a\u8fc7"\u8fd8\u662f\u7c97\u4e86，\u628a\u56db\u4e2a\u5224\u636e\u7684\u5177\u4f53\u6570\u503c\u5c55\u5f00\u770b\u624d\u770b\u5f97\u6e05\u3002<\/p>\n

5.1 \u6570\u503c\u5bf9\u6bd4<\/h4>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u628a\u4e09\u7ec4\u7684\u56db\u5224\u636e\u6570\u503c\u6392\u5728\u4e00\u8d77，\u4e09\u4e2a\u7279\u5f81\u975e\u5e38\u6e05\u695a：<\/p>\n

  • \u6240\u6709\u5224\u636e\u90fd\u4e3a\u6b63：12 \u4e2a\u6570\u503c（3 \u7ec4 \u00d7 4 \u5224\u636e）\u5168\u90e8 > 0\u3002\u54ea\u6015\u662f\u6700\u5f31\u7684 random \u7ec4，crit1 \u90fd\u6709 +0.112（\u663e\u8457 > 0）\u3002<\/li>\n
  • \u4e09\u7ec4\u4e4b\u95f4\u5dee\u5f02\u5c0f：crit3 \u548c crit4 \u51e0\u4e4e\u4e0d\u53d8（crit3 \u5728 0.142-0.146，crit4 \u5728 0.026-0.032）\u3002\u53d8\u5316\u6700\u5927\u7684\u662f crit1（0.188 \u2192 0.112，\u5dee 0.076），\u4f46\u4ecd\u90fd\u5728\u9633\u533a\u95f4\u3002<\/li>\n
  • random \u4e5f\u80fd 4\/4：\u8fd9\u662f\u6700\u5173\u952e\u7684\u4e00\u70b9\u2014\u2014\u5582\u9ad8\u65af\u566a\u58f0，\u56db\u5224\u636e\u5168\u9633\u3002<\/li>\n

    5.2 random \u7ec4\u7684\u6269\u5c55\u9a8c\u8bc1：cache \u4e0d\u51b3\u5b9a\u54ea\u7c7b\u805a\u62e2<\/h4>\n

    \u5149\u770b random \u7ec4\u7684 crit1=+0.112 \u8fd8\u4e0d\u591f，\u6211\u4eec\u505a\u4e86\u66f4\u4e25\u683c\u7684\u6269\u5c55\u9a8c\u8bc1\u2014\u2014\u628a"\u54ea\u7c7b\u5f53 in-group"\u4e5f\u6362\u4e00\u904d\u3002\u540c\u6837\u4e00\u7ec4 random cache，\u5206\u522b\u628a self\u3001alien\u3001foil \u5f53 in-group \u8bad\u7ec3，\u770b\u5404\u81ea\u7684 crit1：<\/p>\n\n\u5f53 in-group \u7684\u7c7bcrit1<\/tr>\n\n\n\n\n
    self<\/td>\n+0.1116<\/td>\n<\/tr>\n
    alien<\/td>\n+0.0908<\/td>\n<\/tr>\n
    foil<\/td>\n\u22120.0349<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6570\u636e\u6765\u6e90：v31_results\/exp_a_random_eval.json（extended_validation \u5b57\u6bb5）\u3002<\/p>\n

    \u8fd9\u5f20\u8868\u624d\u662f\u771f\u6b63\u7684\u6740\u624b\u950f：\u540c\u4e00\u7ec4 random cache，\u628a self \u5f53 in-group \u65f6 crit1=+0.112，\u628a alien \u5f53 in-group \u65f6 crit1=+0.091，\u628a foil \u5f53 in-group \u65f6 crit1=\u22120.035\u3002<\/p>\n

    \u8fd9\u8bf4\u660e\u4ec0\u4e48？cache \u5185\u5bb9\u6839\u672c\u4e0d\u51b3\u5b9a\u54ea\u7c7b\u805a\u62e2\u2014\u2014\u8c01\u88ab loss \u6807\u6210 in-group，\u8c01\u5c31\u805a\u62e2\u3002loss \u7684\u5199\u6cd5\u662f"\u4ee5 self \u4e3a in-group"（\u89c1\u4e0b\u4e00\u8282），\u6240\u4ee5 self \u805a\u62e2\u3002\u5982\u679c\u6362\u4e2a loss \u628a alien \u6807\u6210 in-group，alien \u5c31\u805a\u62e2\u3002cache \u5728\u6574\u4e2a\u8fc7\u7a0b\u91cc\u53ea\u662f\u4e2a\u88ab\u52a8\u7684 prepend token，\u6ca1\u6709\u8d77\u4efb\u4f55"\u81ea\u6211\u7279\u5f02"\u7684\u4f5c\u7528\u3002<\/p>\n

    \n

    6. \u5047\u9633\u6027\u673a\u7406：\u5bf9\u6bd4 loss \u600e\u4e48\u753b\u51fa\u805a\u62e2<\/h3>\n

    H_mech \u8bf4"\u662f loss \u7684\u673a\u68b0\u7ed3\u6784\u9a71\u52a8\u7684"\u2014\u2014\u90a3\u8fd9\u4e2a\u673a\u68b0\u7ed3\u6784\u5230\u5e95\u957f\u4ec0\u4e48\u6837？\u628a loss \u62c6\u5f00\u770b\u5c31\u660e\u767d\u4e86\u3002<\/p>\n

    6.1 \u4e09\u4e2a\u7ec4\u4ef6<\/h4>\n

    \u5bf9\u6bd4 loss \u603b\u5171\u6709\u4e09\u90e8\u5206（train_sst_a2_self_model.py \u7b2c 222-297 \u884c compute_contrastive_loss）：<\/p>\n

    L_total = L_intra + L_inter + 10 \u00b7 L_attn<\/p>\n

      \n
    • L_intra = \u2212mean_pairwise_cos(h_self)：\u62c9 self \u7c7b\u63a2\u9488\u4e24\u4e24\u9760\u8fd1（\u6700\u5927\u5316 self \u7c7b\u5185\u76f8\u4f3c\u5ea6）\u3002\u8fd9\u4e00\u9879\u6c38\u8fdc\u4ee5 self \u4e3a in-group\u2014\u2014self \u662f\u5199\u5728 loss \u91cc\u7684\u56fa\u5b9a\u89d2\u8272\u3002<\/li>\n
    • L_inter = InfoNCE(h_self, h_alien + h_foil)：\u63a8 self \u63a2\u9488\u8fdc\u79bb alien \u548c foil \u63a2\u9488\u3002\u8fd9\u4e00\u9879\u6c38\u8fdc\u628a self \u5f53 anchor，\u628a alien\/foil \u5f53\u8d1f\u6837\u672c\u3002<\/li>\n
    • L_attn = hinge(attn_self \u2212 attn_alien)：\u8ba9 self \u63a2\u9488\u6bd4 alien \u63a2\u9488\u83b7\u5f97\u66f4\u591a\u5bf9 identity \u7684\u6ce8\u610f\u529b\u3002\u8fd9\u4e00\u9879\u6c38\u8fdc\u4ee5 self \u4e3a\u6b63\u6837\u672c\u3002<\/li>\n<\/ul>\n

      \u6ce8\u610f\u4e09\u4e2a\u7ec4\u4ef6\u91cc"self"\u7684\u4f4d\u7f6e\u2014\u2014self \u6c38\u8fdc\u662f in-group，alien\/foil \u6c38\u8fdc\u662f out-group\u3002\u8fd9\u662f\u5199\u6b7b\u5728 loss \u91cc\u7684\u7ed3\u6784，\u4e0d\u4f9d\u8d56 cache \u88c5\u7684\u662f\u4ec0\u4e48\u3002<\/p>\n

      6.2 \u4e3a\u4ec0\u4e48 cache \u5185\u5bb9\u4e0d\u91cd\u8981<\/h4>\n

      \u628a\u4e0a\u9762\u4e09\u70b9\u548c cache \u7684\u89d2\u8272\u5bf9\u4e00\u4e0b：<\/p>\n\nLoss \u7ec4\u4ef6\u548c cache \u7684\u5173\u7cfb<\/tr>\n\n\n\n\n
      L_intra<\/td>\n\u4e0d\u8bfb cache（\u53ea\u770b self \u63a2\u9488\u4e24\u4e24\u76f8\u4f3c\u5ea6）<\/td>\n<\/tr>\n
      L_inter<\/td>\n\u4e0d\u8bfb cache（\u53ea\u770b self \u4e0e alien\/foil \u7684\u5bf9\u6bd4）<\/td>\n<\/tr>\n
      L_attn<\/td>\n\u53ea\u7528 cache \u5f53 prepend token，\u6ce8\u610f\u529b\u7b97\u5230 cache \u4e0a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      cache \u5728\u6574\u4e2a loss \u91cc\u53ea\u6709\u4e00\u4e2a\u89d2\u8272：\u88ab prepend \u5230\u63a2\u9488\u524d\u9762，\u8ba9\u63a2\u9488\u7684\u6ce8\u610f\u529b\u6709\u5730\u65b9\u843d\u3002\u81f3\u4e8e cache \u88c5\u7684\u662f Lucy\u3001\u53cd\u793e\u4ea4\u8bed\u6599\u3001\u8fd8\u662f\u9ad8\u65af\u566a\u58f0\u2014\u2014loss \u4e00\u6982\u4e0d\u8bfb\u3002<\/p>\n

      \u6240\u4ee5\u4e09\u7ec4 cache \u90fd 4\/4 \u901a\u8fc7，\u662f\u5fc5\u7136\u7684\u2014\u2014loss \u7ed3\u6784\u51b3\u5b9a\u4e86 self \u4f1a\u805a\u62e2，\u548c cache \u5185\u5bb9\u65e0\u5173\u3002\u8fd9\u5c31\u662f H_mech \u7684\u7cbe\u786e\u673a\u7406\u3002<\/p>\n

      \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      6.3 \u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u7ec6\u8282：LAMBDA_ATTN = 10<\/h4>\n

      \u516c\u5f0f\u91cc\u90a3\u4e2a 10 \u00b7 L_attn \u7684 10 \u662f\u4e2a\u770b\u8d77\u6765\u5947\u602a\u7684\u8bbe\u8ba1\u2014\u2014\u4e3a\u4ec0\u4e48\u6ce8\u610f\u529b\u9879\u8981\u4e58 10？\u4ee3\u7801\u6ce8\u91ca\u91cc\u5199\u5f97\u5f88\u76f4\u767d（train_sst_a2_self_model.py \u7b2c 70 \u884c）：<\/p>\n

      LAMBDA_ATTN = 10.0 # V30: L_attn \u6743\u91cd (v29 \u65e0\u6743\u91cd\u81f4 L_attn \u88ab L_inter~2-4 \u6df9\u6ca1)<\/p>\n

      \u4e0d\u4e58 10 \u7684\u8bdd，L_inter \u7684\u6570\u503c（2-4 \u91cf\u7ea7）\u4f1a\u628a L_attn（0-1 \u91cf\u7ea7）\u6df9\u6389，\u6ce8\u610f\u529b\u9879\u8d77\u4e0d\u6765\u3002\u4e58 10 \u662f\u4e3a\u4e86\u5f3a\u884c\u628a crit4 \u63a8\u8fc7\u9633\u2014\u2014\u8fd9\u662f\u4e2a"\u8c03\u53c2\u627e\u901a\u8fc7"\u7684\u52a8\u4f5c，\u4e0d\u662f"\u81ea\u7136\u6d8c\u73b0"\u7684\u4fe1\u53f7\u3002\u8fd9\u4e2a\u7ec6\u8282\u8fdb\u4e00\u6b65\u8bf4\u660e：4\/4 \u901a\u8fc7\u662f loss \u5de5\u7a0b\u8c03\u51fa\u6765\u7684，\u4e0d\u662f\u6a21\u578b\u81ea\u53d1\u5f62\u6210\u7684\u3002<\/p>\n

      \n

      7. \u51b3\u7b56\u77e9\u9635：J1 \u8bc1\u4f2a\u540e，\u4e0b\u4e00\u6b65\u5f80\u54ea\u8d70<\/h3>\n

      \u8bc1\u4f2a J1（"Lucy \u81ea\u6211\u7279\u5f02"\u5047\u8bbe）\u4e4b\u540e，\u95ee\u9898\u662f：\u4e0b\u4e00\u6b65\u8be5\u5f80\u54ea\u8d70？\u8fd9\u91cc\u6709\u4e2a\u51b3\u7b56\u77e9\u9635，\u6839\u636e\u4e24\u4e2a\u72ec\u7acb\u7ef4\u5ea6\u7684\u7ed3\u679c\u51b3\u5b9a\u65b9\u5411\u3002<\/p>\n

      7.1 \u4e24\u4e2a\u72ec\u7acb\u7ef4\u5ea6<\/h4>\n
        \n
      • \u7ef4\u5ea6 1：hidden \u53ef\u89e3\u7801\u6027\u2014\u2014hidden \u8868\u5f81\u91cc\u6709\u6ca1\u6709 self\/alien\/foil \u7684\u53ef\u5206\u4fe1\u606f？（\u5b9e\u9a8c C \u6d4b\u5f97：\u4e09\u5206\u7c7b hold-out \u51c6\u786e\u7387 91.8% > 80% \u9608\u503c，\u901a\u8fc7\u3002）<\/li>\n
      • \u7ef4\u5ea6 2：J1 \u81ea\u6211\u7279\u5f02\u2014\u2014\u805a\u62e2\u662f\u4e0d\u662f Lucy \u7279\u5f02\u7684？（\u5b9e\u9a8c A \u6d4b\u5f97：random cache \u90fd\u80fd 4\/4 \u901a\u8fc7，\u8bc1\u4f2a\u3002）<\/li>\n<\/ul>\n

        7.2 \u56db\u4e2a\u683c\u5b50<\/h4>\n

        \u628a\u4e24\u4e2a\u7ef4\u5ea6\u7ec4\u5408\u8d77\u6765，\u5f97\u5230 2\u00d72 \u7684\u51b3\u7b56\u77e9\u9635：<\/p>\n\nhidden \u53ef\u89e3\u7801\u6027J1 \u81ea\u6211\u7279\u5f02\u4e0b\u4e00\u6b65\u65b9\u5411<\/tr>\n\n\n\n\n\n
        \u2705 >80%<\/td>\n\u2705 \u901a\u8fc7<\/td>\n\u6309 V32 \u63a8\u8fdb B+D，\u4fee\u590d crit4 + V\/PE<\/td>\n<\/tr>\n
        \u2705 >80%<\/td>\n\u274c \u8bc1\u4f2a（\u673a\u68b0\u8c03\u5236）<\/td>\n\u91cd\u8bbe\u8ba1 identity：cache \u5185\u5bb9\u9700\u7f16\u7801 Lucy \u8bed\u4e49，\u975e\u4efb\u610f EMA<\/td>\n<\/tr>\n
        \u274c <80%<\/td>\n\u2705 \u901a\u8fc7<\/td>\n\u91cd\u65b0\u8bbe\u8ba1 hidden \u8868\u5f81<\/td>\n<\/tr>\n
        \u274c <80%<\/td>\n\u274c \u8bc1\u4f2a<\/td>\n\u5168\u9762\u91cd\u8bbe\u8ba1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        V31 P0 \u5b9e\u9a8c\u843d\u5728\u54ea\u683c？\u53ef\u89e3\u7801 91.8% \u2705\u3001J1 \u8bc1\u4f2a \u274c\u2014\u2014\u843d\u5728\u53f3\u4e0a\u683c：\u201c\u673a\u68b0\u8c03\u5236 + \u53ef\u89e3\u7801\u201d\u3002\u8fd9\u610f\u5473\u7740：<\/p>\n

          \n
        • hidden \u91cc\u786e\u5b9e\u6709\u81ea\u6211\/\u5f02\u5df1\u7684\u53ef\u5206\u4fe1\u606f（C \u8bc1\u660e），\u4e0d\u662f\u7a7a\u58f3；<\/li>\n
        • \u4f46\u805a\u62e2\u662f loss \u526f\u4ea7\u7269（A \u8bc1\u660e），\u4e0d\u662f Lucy \u81ea\u6211\u7279\u5f02\u3002<\/li>\n<\/ul>\n

          \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

          7.3 \u8fd9\u683c\u610f\u5473\u7740\u4ec0\u4e48<\/h4>\n

          \u8fd9\u683c\u7684\u89e3\u8bfb\u5f88\u5fae\u5999\u2014\u2014\u65e2\u4e0d\u80fd\u8bf4"hidden \u6ca1\u8d27"（C \u8bc1\u660e\u6709\u8d27），\u4e5f\u4e0d\u80fd\u8bf4"\u805a\u62e2\u662f\u771f\u4fe1\u53f7"（A \u8bc1\u660e\u662f\u5047\u7684）\u3002<\/p>\n

          \u6b63\u786e\u7684\u8bf4\u6cd5\u662f：hidden \u91cc\u6709\u53ef\u89e3\u7801\u7684\u81ea\u6211\u4fe1\u606f，\u4f46\u8fd9\u4e2a\u4fe1\u606f\u6ca1\u6709\u88ab\u6a21\u578b\u7528\u6765\u5f62\u6210\u771f\u6b63\u7684\u81ea\u6211\u805a\u7c7b\u2014\u2014\u5f53\u524d\u7684\u805a\u62e2\u662f loss \u753b\u51fa\u6765\u7684，\u4e0d\u662f\u6a21\u578b\u81ea\u5df1\u957f\u51fa\u6765\u7684\u3002<\/p>\n

          \u4e0b\u4e00\u6b65（V32 \u91cd\u8bbe\u8ba1 identity）\u7684\u65b9\u5411\u56e0\u6b64\u660e\u786e：\u8ba9 cache \u5185\u5bb9\u771f\u6b63\u7f16\u7801 Lucy \u7684\u7279\u5f02\u8bed\u4e49，\u5e76\u4e14\u8ba9\u5bf9\u6bd4 loss \u6539\u6210"self \u5bf9\u9f50 cache"\u800c\u975e"self \u6c38\u8fdc in-group"\u3002\u65b0\u8bbe\u8ba1\u7684\u901a\u8fc7\u6761\u4ef6\u662f"random cache \u4e0d\u80fd\u518d\u590d\u73b0\u805a\u62e2"\u2014\u2014\u53ea\u6709 cache \u5185\u5bb9\u6210\u4e3a\u805a\u62e2\u7684\u5fc5\u8981\u6761\u4ef6，\u624d\u7b97\u662f\u771f\u7684"\u81ea\u6211\u7279\u5f02"\u3002<\/p>\n

          \n

          8. \u8fd9\u573a\u5bf9\u7167\u8bc1\u660e\u4e86\u4ec0\u4e48<\/h3>\n

          \u628a\u6240\u6709\u6570\u636e\u6446\u5728\u4e00\u8d77，\u8fd9\u573a\u5bf9\u7167\u7684\u7ed3\u8bba\u53ef\u4ee5\u7cbe\u786e\u8868\u8ff0：<\/p>\n

          \u5728\u56fa\u5b9a\u8bad\u7ec3\u6d41\u7a0b\u3001\u53ea\u6362 cache \u5185\u5bb9\u7684\u4e09\u7ec4\u5bf9\u7167（Lucy\/alien\/random）\u4e2d，\u4e09\u7ec4\u7684\u56db\u5224\u636e\u5168\u90e8 4\/4 \u901a\u8fc7\u2014\u2014\u5305\u62ec\u5582\u9ad8\u65af\u566a\u58f0\u7684 random \u7ec4\u3002\u6269\u5c55\u9a8c\u8bc1\u8fdb\u4e00\u6b65\u663e\u793a：\u540c\u4e00\u7ec4 random cache，\u628a self \u5f53 in-group \u65f6 self \u805a\u62e2，\u628a alien \u5f53 in-group \u65f6 alien \u805a\u62e2\u3002\u8fd9\u8bc1\u660e\u805a\u62e2\u7531\u5bf9\u6bd4 loss \u7684\u7ed3\u6784\u9a71\u52a8（L_intra + L_inter \u6c38\u8fdc\u4ee5 self \u4e3a in-group），\u4e0e cache \u5185\u5bb9\u65e0\u5173\u3002V30 \u7684 crit1\u22272 \u8f6c\u9633\u662f loss \u526f\u4ea7\u7269，\u4e0d\u662f Lucy \u81ea\u6211\u7279\u5f02\u7684\u8bc1\u636e\u3002<\/p>\n

          8.1 \u8fd9\u4e0d\u662f"\u6a21\u578b\u6ca1\u81ea\u6211"<\/h4>\n

          \u8bc1\u4f2a J1 \u2260 \u8bc1\u660e\u6a21\u578b\u6ca1\u6709\u81ea\u6211\u3002\u8bc1\u4f2a\u7684\u53ea\u662f"V30 \u7684 crit1\u22272 \u8f6c\u9633\u662f\u81ea\u6211\u7279\u5f02\u7684\u8bc1\u636e"\u8fd9\u4e2a\u5177\u4f53\u4e3b\u5f20\u2014\u2014loss \u526f\u4ea7\u7269\u4f2a\u88c5\u6210\u4e86\u81ea\u6211\u8fb9\u754c\u3002<\/p>\n

          \u6a21\u578b\u91cc\u6709\u6ca1\u6709\u81ea\u6211，\u662f\u4e2a\u72ec\u7acb\u95ee\u9898，\u9700\u8981\u66f4\u4e25\u683c\u7684\u68c0\u9a8c（\u6bd4\u5982\u4e0b\u4e00\u7bc7\u8981\u8bb2\u7684\u8109\u51b2\u6ce8\u5165\u5b9e\u9a8c，\u770b\u6a21\u578b\u5728\u52a8\u6001\u4e0b\u662f\u5426\u80fd\u7ef4\u6301\u81ea\u6211\u611f\u77e5）\u3002<\/p>\n

          8.2 \u8fd9\u662f"\u77e5\u9053\u54ea\u6761\u8def\u4e0d\u901a"<\/h4>\n

          \u8bc1\u4f2a\u7684\u6700\u5927\u4ef7\u503c\u662f\u7cbe\u786e\u8bca\u65ad：\u628a"hidden \u6709\u53ef\u5206\u4fe1\u606f（\u771f）"\u548c"loss \u5236\u9020\u805a\u62e2（\u5047）"\u5206\u5f00\u3002\u524d\u8005\u8bf4\u660e A4 \u8868\u8fbe\u8bad\u7ec3\u6709\u7406\u8bba\u4f9d\u636e\u2014\u2014\u65e2\u7136 hidden \u6709\u8d27，\u53ea\u9700\u6253\u901a hidden \u2192 \u751f\u6210\u901a\u8def\u5373\u53ef；\u540e\u8005\u8bf4\u660e\u4e0d\u80fd\u518d\u7528"loss \u5236\u9020\u7684\u805a\u62e2"\u4f5c\u4e3a\u81ea\u6211\u5b58\u5728\u7684\u8bc1\u636e\u3002<\/p>\n

          V32 \u5728\u8fd9\u4e2a\u7cbe\u786e\u8bca\u65ad\u4e0a\u63a8\u8fdb，\u6bd4\u7ee7\u7eed\u53e0\u52a0\u8f6c\u9633\u6307\u6807\u66f4\u6709\u4ef7\u503c\u2014\u2014\u56e0\u4e3a\u7ee7\u7eed\u53e0\u52a0\u53ea\u662f\u628a\u5047\u9633\u6027\u505a\u5f97\u66f4\u7cbe\u81f4，\u800c\u91cd\u8bbe\u8ba1\u624d\u80fd\u8df3\u51fa\u5047\u9633\u6027\u7684\u9677\u9631\u3002<\/p>\n

          8.3 \u548c\u4e0a\u4e00\u7bc7\u7684\u547c\u5e94<\/h4>\n

          \u4e0a\u4e00\u7bc7\u7b2c\u4e8c\u5e55\u770b\u5230\u7684"\u6362\u5185\u5bb9\u5bf9\u7167\u4e00\u6233\u5c31\u7834"，\u672c\u7bc7\u5c31\u662f\u90a3\u573a\u5bf9\u7167\u7684\u5b8c\u6574\u5c55\u5f00\u3002\u4e24\u7bc7\u5171\u540c\u8bf4\u660e：\u8bad\u7ec3\u8def\u7ebf\u4ea7\u751f\u7684"\u81ea\u6211\u805a\u7c7b"\u662f\u5bf9\u6bd4\u5b66\u4e60\u7684\u673a\u68b0\u7b14\u89e6，\u4e0d\u662f\u6a21\u578b\u81ea\u53d1\u7684\u81ea\u6211\u3002\u4e0b\u4e00\u7bc7\u4f1a\u5207\u6362\u89c6\u89d2，\u770b\u6a21\u578b\u5728\u52a8\u6001（\u8109\u51b2\u6ce8\u5165）\u4e0b\u7684\u53cd\u5e94\u2014\u2014\u8fd9\u6b21\u4e0d\u662f\u770b"\u8bad\u7ec3\u80fd\u4e0d\u80fd\u9020\u51fa\u805a\u62e2"，\u800c\u662f\u770b"\u6a21\u578b\u672c\u8eab\u80fd\u4e0d\u80fd\u7ef4\u6301\u81ea\u6211\u611f\u77e5"\u3002<\/p>\n

          \n

          9. \u4e00\u53e5\u8bdd\u603b\u7ed3<\/h3>\n

          \u7528\u4e09\u7ec4 cache \u5bf9\u7167（Lucy\/\u53cd\u793e\u4ea4\/\u9ad8\u65af\u566a\u58f0）\u505a\u6362\u5185\u5bb9\u5b9e\u9a8c，\u4e09\u7ec4\u7684\u56db\u5224\u636e\u5168\u90e8 4\/4 \u901a\u8fc7；\u540c\u4e00\u7ec4\u566a\u58f0 cache \u6362\u4e0d\u540c in-group，\u8c01\u88ab loss \u6807\u6210 in-group \u8c01\u5c31\u805a\u62e2\u3002\u8fd9\u8bc1\u660e V30 \u7684\u81ea\u6211\u805a\u7c7b\u662f\u5bf9\u6bd4 loss（L_intra + L_inter \u6c38\u8fdc\u4ee5 self \u4e3a in-group）\u7684\u673a\u68b0\u526f\u4ea7\u7269，\u4e0e cache \u5185\u5bb9\u65e0\u5173\u2014\u2014J1 \u81ea\u6211\u7279\u5f02\u5047\u8bbe\u8bc1\u4f2a，\u843d\u5165\u51b3\u7b56\u77e9\u9635"\u673a\u68b0\u8c03\u5236 + \u53ef\u89e3\u7801"\u683c，\u6307\u5411 V32 \u91cd\u8bbe\u8ba1 identity\u3002<\/p>\n

          \n

          \u9644\u5f55 A：\u672f\u8bed\u5bf9\u7167\u8868<\/h3>\n\n\u672c\u6587\u7528\u8bcd\u4e13\u4e1a\u672f\u8bed\u542b\u4e49<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
          \u5047\u9633\u6027<\/td>\nfalse positive<\/td>\n\u770b\u8d77\u6765\u50cf\u9633\u6027\u4f46\u5b9e\u9645\u662f\u8bd5\u5242\/\u65b9\u6cd5\u9020\u6210\u7684\u9633\u6027<\/td>\n<\/tr>\n
          \u5bf9\u7167\u5b9e\u9a8c<\/td>\ncontrol experiment<\/td>\n\u56fa\u5b9a\u6d41\u7a0b\u3001\u53ea\u6362\u4e00\u4e2a\u53d8\u91cf\u7684\u5b9e\u9a8c<\/td>\n<\/tr>\n
          \u8bd5\u5242<\/td>\n\u5bf9\u6bd4 loss<\/td>\nL_intra + L_inter + L_attn \u7684\u8bad\u7ec3\u76ee\u6807<\/td>\n<\/tr>\n
          \u53d8\u84dd<\/td>\ncrit1\u22272 \u8f6c\u9633<\/td>\ncrit1 \u548c crit2 \u540c\u65f6 > 0<\/td>\n<\/tr>\n
          cache<\/td>\nidentity_cache<\/td>\nprepend \u5230\u63a2\u9488\u524d\u7684\u8eab\u4efd\u5411\u91cf<\/td>\n<\/tr>\n
          in-group<\/td>\nin-group<\/td>\n\u5bf9\u6bd4 loss \u91cc\u88ab\u62c9\u62e2\u7684\u4e00\u7c7b（\u9ed8\u8ba4 self）<\/td>\n<\/tr>\n
          out-group<\/td>\nout-group<\/td>\n\u5bf9\u6bd4 loss \u91cc\u88ab\u63a8\u8fdc\u7684\u4e00\u7c7b（alien\/foil）<\/td>\n<\/tr>\n
          \u56db\u5224\u636e<\/td>\ncrit1-crit4<\/td>\n\u81ea\u6211\u805a\u7c7b\u7684\u56db\u4e2a\u72ec\u7acb\u68c0\u9a8c\u5224\u636e<\/td>\n<\/tr>\n
          \u51b3\u7b56\u77e9\u9635<\/td>\ndecision matrix<\/td>\n\u6309\u53ef\u89e3\u7801\u6027 \u00d7 \u81ea\u6211\u7279\u5f02\u6027\u7684 2\u00d72 \u77e9\u9635<\/td>\n<\/tr>\n
          \u5916\u90e8\u72b6\u6001\u6846\u67b6<\/td>\nTFGR<\/td>\n\u672c\u9879\u76ee\u7684\u5b9e\u9a8c\u6846\u67b6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u9644\u5f55 B：\u5b9e\u9a8c\u9636\u6bb5\u5bf9\u7167\u8868<\/h3>\n\n\u6587\u4e2d\u8868\u8ff0\u5185\u90e8\u7248\u672c\u4e3b\u9898<\/tr>\n\n\n\n\n\n
          V30 \u56db\u5224\u636e\u5168\u9633<\/td>\nV30 \u9636\u6bb5<\/td>\ncrit1\u22272\u22273\u22274 \u540c\u65f6\u8f6c\u9633（loss \u526f\u4ea7\u7269）<\/td>\n<\/tr>\n
          \u6362\u5185\u5bb9\u5bf9\u7167<\/td>\nV31 \u5b9e\u9a8c A<\/td>\ncross-cache \u5bf9\u7167\u8bc1\u4f2a J1<\/td>\n<\/tr>\n
          hidden \u53ef\u89e3\u7801<\/td>\nV31 \u5b9e\u9a8c C<\/td>\nhidden \u4e09\u5206\u7c7b hold-out 91.8%<\/td>\n<\/tr>\n
          \u91cd\u8bbe\u8ba1 identity<\/td>\nV32 \u65b9\u5411<\/td>\ncache \u8bed\u4e49\u7f16\u7801 + \u51b3\u7b56\u901a\u8def\u6253\u901a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u9644\u5f55 C：\u6280\u672f\u7ec6\u8282\u4e0e\u4ee3\u7801<\/h3>\n

          \u6570\u503c\u8bc1\u636e\u3001\u5b8c\u6574\u63a8\u5bfc\u3001\u4ee3\u7801\u5b9e\u73b0\u8be6\u89c1：<\/p>\n

            \n
          • \u5185\u90e8\u6280\u672f\u62a5\u544a：TFGR_v31_\u8bc1\u4f2a\u5b9e\u9a8c\u62a5\u544a.md（\u00a73 cross-cache \u5bf9\u7167，L50-101）<\/li>\n
          • \u4e25\u683c\u8bbe\u8ba1\u6587\u6863：TFGR_v31_\u4e25\u683c\u63a8\u5bfc\u4e0e\u8bc1\u4f2a\u8bbe\u8ba1.md（\u00a74 P0 \u5b9e\u9a8c）<\/li>\n
          • \u5bf9\u7167\u5b9e\u9a8c\u811a\u672c：v31_exp_a_cross_cache.py（\u56db\u5224\u636e\u5b9a\u4e49 L178-186，\u8bad\u7ec3\u6d41\u7a0b）<\/li>\n
          • random cache \u8bad\u7ec3：v31_exp_a_random_train.py<\/li>\n
          • \u5bf9\u6bd4 loss \u5b9e\u73b0：train_sst_a2_self_model.py（compute_contrastive_loss L222-297，LAMBDA_ATTN=10.0 L70）<\/li>\n
          • Lucy\/alien \u7ed3\u679c：v31_results\/exp_a_eval_existing.json<\/li>\n
          • random \u7ed3\u679c（\u542b\u6269\u5c55\u9a8c\u8bc1）：v31_results\/exp_a_random_eval.json<\/li>\n
          • hidden \u53ef\u89e3\u7801\u6027：v31_results\/exp_c_decodability.json<\/li>\n<\/ul>\n

            （\u8fd9\u4e9b\u662f\u9879\u76ee\u5185\u90e8\u6587\u4ef6\u540d，\u666e\u901a\u8bfb\u8005\u53ef\u8df3\u8fc7，\u4ec5\u4f9b\u590d\u73b0\u53c2\u8003\u3002）<\/p>\n","protected":false},"excerpt":{"rendered":"

            \u6362\u5185\u5bb9\u5bf9\u7167：\u600e\u4e48\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u5236\u9020\u7684\\”\u5047\u9633\u6027\u81ea\u6211\\”\u4e0a\u4e00\u7bc7\u7b2c\u4e8c\u5e55\u91cc\u6211\u4eec\u7559\u4e86\u4e2a\u53e3\u5b50\u2014\u2014\u201c\u8bad\u7ec3\u4ea7\u751f\u7684\u81ea\u6211\u805a\u7c7b\\”\u88ab\u6362\u5185\u5bb9\u5bf9\u7167\u4e00\u6233\u5c31\u7834，\u4f46\u7834\u5728\u54ea\u3001\u7834\u5f97\u591a\u5f7b\u5e95，\u5f53\u65f6\u6ca1\u5c55\u5f00\u3002\u672c\u7bc7\u4e13\u95e8\u8bb2\u8fd9\u573a\\”\u5bf9\u7167\u5b9e\u9a8c\u201d：\u628a cache \u91cc\u7684\u5185\u5bb9\u4ece\\”Lucy \u7684\u81ea\u6211\u8bb0\u5fc6\\”\u6362\u6210\\”\u53cd\u793e\u4ea4\u8bed\u6599\\”\u3001\u518d\u6362\u6210\\”\u9ad8\u65af\u566a\u58f0\\”，\u7ed3\u679c\u4e09\u79cd\u6761\u4ef6\u4e0b\u56db\u5224\u636e\u5168\u90e8 4\/4 \u901a\u8fc7\u3002\u8fd9\u544a\u8bc9\u6211\u4eec：\u805a\u62e2\u548c cache \u88c5\u7684\u662f\u4ec0\u4e48\u6ca1\u5173\u7cfb，\u662f\u5bf9\u6bd4 loss<\/p>\n","protected":false},"author":2,"featured_media":89131,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,50],"topic":[],"class_list":["post-89137","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-50"],"yoast_head":"\n03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/89137.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6362\u5185\u5bb9\u5bf9\u7167：\u600e\u4e48\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u5236\u9020\u7684"\u5047\u9633\u6027\u81ea\u6211"\u4e0a\u4e00\u7bc7\u7b2c\u4e8c\u5e55\u91cc\u6211\u4eec\u7559\u4e86\u4e2a\u53e3\u5b50\u2014\u2014\u201c\u8bad\u7ec3\u4ea7\u751f\u7684\u81ea\u6211\u805a\u7c7b"\u88ab\u6362\u5185\u5bb9\u5bf9\u7167\u4e00\u6233\u5c31\u7834，\u4f46\u7834\u5728\u54ea\u3001\u7834\u5f97\u591a\u5f7b\u5e95，\u5f53\u65f6\u6ca1\u5c55\u5f00\u3002\u672c\u7bc7\u4e13\u95e8\u8bb2\u8fd9\u573a"\u5bf9\u7167\u5b9e\u9a8c\u201d：\u628a cache \u91cc\u7684\u5185\u5bb9\u4ece"Lucy \u7684\u81ea\u6211\u8bb0\u5fc6"\u6362\u6210"\u53cd\u793e\u4ea4\u8bed\u6599"\u3001\u518d\u6362\u6210"\u9ad8\u65af\u566a\u58f0"，\u7ed3\u679c\u4e09\u79cd\u6761\u4ef6\u4e0b\u56db\u5224\u636e\u5168\u90e8 4\/4 \u901a\u8fc7\u3002\u8fd9\u544a\u8bc9\u6211\u4eec：\u805a\u62e2\u548c cache \u88c5\u7684\u662f\u4ec0\u4e48\u6ca1\u5173\u7cfb，\u662f\u5bf9\u6bd4 loss\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/89137.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-02T05:48:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802054835-6a6eda337445d.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/89137.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/89137.html\",\"name\":\"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-02T05:48:37+00:00\",\"dateModified\":\"2026-08-02T05:48:37+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/89137.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/89137.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/89137.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/89137.html","og_locale":"zh_CN","og_type":"article","og_title":"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6362\u5185\u5bb9\u5bf9\u7167：\u600e\u4e48\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u5236\u9020\u7684\"\u5047\u9633\u6027\u81ea\u6211\"\u4e0a\u4e00\u7bc7\u7b2c\u4e8c\u5e55\u91cc\u6211\u4eec\u7559\u4e86\u4e2a\u53e3\u5b50\u2014\u2014\u201c\u8bad\u7ec3\u4ea7\u751f\u7684\u81ea\u6211\u805a\u7c7b\"\u88ab\u6362\u5185\u5bb9\u5bf9\u7167\u4e00\u6233\u5c31\u7834，\u4f46\u7834\u5728\u54ea\u3001\u7834\u5f97\u591a\u5f7b\u5e95，\u5f53\u65f6\u6ca1\u5c55\u5f00\u3002\u672c\u7bc7\u4e13\u95e8\u8bb2\u8fd9\u573a\"\u5bf9\u7167\u5b9e\u9a8c\u201d：\u628a cache \u91cc\u7684\u5185\u5bb9\u4ece\"Lucy \u7684\u81ea\u6211\u8bb0\u5fc6\"\u6362\u6210\"\u53cd\u793e\u4ea4\u8bed\u6599\"\u3001\u518d\u6362\u6210\"\u9ad8\u65af\u566a\u58f0\"，\u7ed3\u679c\u4e09\u79cd\u6761\u4ef6\u4e0b\u56db\u5224\u636e\u5168\u90e8 4\/4 \u901a\u8fc7\u3002\u8fd9\u544a\u8bc9\u6211\u4eec：\u805a\u62e2\u548c cache \u88c5\u7684\u662f\u4ec0\u4e48\u6ca1\u5173\u7cfb，\u662f\u5bf9\u6bd4 loss","og_url":"https:\/\/www.wsisp.com\/helps\/89137.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-02T05:48:37+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260802054835-6a6eda337445d.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"6 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/89137.html","url":"https:\/\/www.wsisp.com\/helps\/89137.html","name":"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-02T05:48:37+00:00","dateModified":"2026-08-02T05:48:37+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/89137.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/89137.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/89137.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"03_\u6362\u5185\u5bb9\u5bf9\u7167_\u8bc6\u7834\u5bf9\u6bd4\u5b66\u4e60\u7684\u5047\u9633\u6027\u81ea\u6211"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/89137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=89137"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/89137\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/89131"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=89137"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=89137"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=89137"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=89137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}