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\"\u9884\u6d4b\u8fd9\u4ef6\u4e8b\uff0c\u4eba\u7c7b\u8d8a\u72b9\u8c6b\uff0c\u8fd9\u4e2a\u5927\u6a21\u578b\u8d8a\u6709\u4f18\u52bf\"\/<\/div><\/figure>\n
\"\u9884\u6d4b\u8fd9\u4ef6\u4e8b\uff0c\u4eba\u7c7b\u8d8a\u72b9\u8c6b\uff0c\u8fd9\u4e2a\u5927\u6a21\u578b\u8d8a\u6709\u4f18\u52bf\"\/<\/div><\/figure>\n
\"\u9884\u6d4b\u8fd9\u4ef6\u4e8b\uff0c\u4eba\u7c7b\u8d8a\u72b9\u8c6b\uff0c\u8fd9\u4e2a\u5927\u6a21\u578b\u8d8a\u6709\u4f18\u52bf\"\/<\/div><\/figure>\n
\"\u9884\u6d4b\u8fd9\u4ef6\u4e8b\uff0c\u4eba\u7c7b\u8d8a\u72b9\u8c6b\uff0c\u8fd9\u4e2a\u5927\u6a21\u578b\u8d8a\u6709\u4f18\u52bf\"\/<\/div><\/figure>\n

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u5927\u6a21\u578b\u771f\u80fd\u9884\u6d4b\u672a\u6765\uff1f<\/p>\n

\u6700\u8fd1\uff0cUniPat AI\u6784\u5efa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u9884\u6d4b\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u2014\u2014Echo\uff0c\u5305\u542b\u52a8\u6001\u8bc4\u6d4b\u5f15\u64ce\u3001\u9762\u5411\u672a\u6765\u4e8b\u4ef6\u7684\u8bad\u7ec3\u8303\u5f0f\u548c\u9884\u6d4b\u4e13\u7528\u6a21\u578bEchoZ-1.0\u3002<\/p>\n

\u5728\u5176\u516c\u5f00\u7684General AI Prediction Leaderboard \u4e0a\uff0cEchoZ-1.0\u7a33\u5c45\u7b2c\u4e00\uff0c\u5e76\u5728\u4e0ePolymarket\u4eba\u7c7b\u4ea4\u6613\u5e02\u573a\u7684\u76f4\u63a5\u5bf9\u6bd4\u4e2d\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

\u8fc7\u53bb\u4e00\u5e74\uff0c\u9884\u6d4b\u80fd\u529b\u8d8a\u6765\u8d8a\u53d7\u5230\u6a21\u578b\u5382\u5546\u7684\u91cd\u89c6\u3002<\/p>\n

\u4f46\u9884\u6d4b\u9886\u57df\u6709\u4e00\u4e2a\u6839\u672c\u6027\u7684\u9a8c\u8bc1\u96be\u9898\uff1a\u4f60\u8bf4\u4f60\u80fd\u9884\u6d4b\u672a\u6765\uff0c\u600e\u4e48\u8bc1\u660e\uff1f\u53d1\u5e03\u65f6\u7684demo\u65e0\u6cd5\u8ffd\u6eaf\uff0c\u4e8b\u540e\u516c\u5e03\u7684\u6848\u4f8b\u5b58\u5728\u9009\u62e9\u6027\u504f\u5dee\uff0c\u901a\u7528\u57fa\u51c6\u6d4b\u8bd5\u8861\u91cf\u7684\u662f\u8bed\u8a00\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\uff0c\u8ddf\u771f\u5b9e\u9884\u6d4b\u662f\u4e24\u7801\u4e8b\u3002<\/p>\n

UniPat AI\u8fd1\u65e5\u53d1\u5e03\u7684Echo\u7cfb\u7edf\uff0c\u8bd5\u56fe\u7528\u4e00\u5957\u5b8c\u6574\u7684\u57fa\u7840\u8bbe\u65bd\u6765\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n

Echo\u7531\u4e09\u4e2a\u7d27\u5bc6\u8026\u5408\u7684\u7ec4\u4ef6\u6784\u6210\uff1a<\/p>\n

\u6838\u5fc3\u6a21\u578bEchoZ-1.0\u662f\u7b2c\u4e00\u4e2a\u5728Train-on-Future\u8303\u5f0f\u4e0b\u7aef\u5230\u7aef\u8bad\u7ec3\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n

\u5728General AI Prediction Leaderboard\u4e0a\uff082026\u5e743\u6708\u6570\u636e\uff09\uff0cEchoZ-1.0\u4ee5Elo 1034.2\u6392\u540d\u7b2c\u4e00\uff0c\u9886\u5148Google\u7684 Gemini-3.1-Pro\uff081032.2\uff09\u548cAnthropic\u7684Claude-Opus-4.6\uff081017.2\uff09\u3002\u6392\u884c\u699c\u6db5\u76d612\u4e2a\u6a21\u578b\uff0c\u8986\u76d6\u7ecf\u6d4e\u3001\u4f53\u80b2\u3001\u79d1\u6280\u7b497\u4e2a\u9886\u57df\uff0c\u6d3b\u8dc3\u9898\u76ee\u8d85\u8fc71000\u9053\u3002<\/p>\n

\u25b3EchoZ\u5728\u6392\u540d\u9c81\u68d2\u6027\u6d4b\u8bd5\u4e2d\u7a33\u5b9a\u7b2c\u4e00<\/p>\n

\u6392\u540d\u672c\u8eab\u53ea\u662f\u4e00\u4e2a\u5feb\u7167\uff0c\u6392\u540d\u7684\u7a33\u5b9a\u6027\u66f4\u503c\u5f97\u5173\u6ce8\u3002<\/p>\n

\u535a\u5ba2\u4e2d\u62ab\u9732\u4e86\u4e00\u7ec4\u03c3\u53c2\u6570\u654f\u611f\u6027\u6d4b\u8bd5\uff1a\u8c03\u6574Elo\u6846\u67b6\u4e2d\u7684\u03c3\u53c2\u6570\uff08\u63a7\u5236Brier Score\u5dee\u5f02\u5411\u80dc\u7387\u7684\u8f6c\u5316\u5f3a\u5ea6\uff09\u4ece0.01\u52300.50\u51719\u4e2a\u53d6\u503c\uff0c\u91cd\u65b0\u8ba1\u7b97\u5168\u90e8\u6a21\u578b\u6392\u540d\u3002<\/p>\n

EchoZ\u5728\u5168\u90e89\u4e2a\u5206\u7ec4\u5747\u4fdd\u6301\u7b2c\u4e00\uff0c\u662f\u552f\u4e00\u6392\u540d\u672a\u53d1\u751f\u4efb\u4f55\u6ce2\u52a8\u7684\u6a21\u578b\u3002\u4f5c\u4e3a\u5bf9\u6bd4\uff0cGPT-5.2\u7684\u6392\u540d\u5728\u7b2c2\u5230\u7b2c9\u4e4b\u95f4\u6ce2\u52a8\u8fc78\u4e2a\u4f4d\u6b21\u3002<\/p>\n

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\u90a3\u4e48\uff0cEchoZ\u5bf9\u4eba\u7c7b\u9884\u6d4b\u8005\u7684\u5b9e\u9645\u4f18\u52bf\u6709\u591a\u5927\uff1fUnipat AI\u7ed9\u51fa\u4e86\u4e00\u7ec4\u5206\u5c42\u5bf9\u6bd4\uff1a\u5c06EchoZ\u4e0e\u4eba\u7c7b\u5e02\u573a\u5728\u540c\u4e00\u9884\u6d4b\u6279\u6b21\u4e2d\u7684\u540c\u4e00\u95ee\u9898\u4e0a\u8fdb\u884c\u6bd4\u8f83\uff0c\u57fa\u4e8eBrier Score\u8ba1\u7b97\u80dc\u7387\uff0c\u6309\u9886\u57df\u3001\u9884\u6d4b\u671f\u9650\u548c\u5e02\u573a\u4e0d\u786e\u5b9a\u6027\u4e09\u4e2a\u7ef4\u5ea6\u5c55\u5f00\uff1a<\/p>\n

\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u89c4\u5f8b\u662f\uff1a<\/p>\n

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\u6784\u5efa\u8bc4\u6d4b\u57fa\u51c6\u672c\u8eab\u5e76\u4e0d\u65b0\u9c9c\uff0c\u4f46Echo\u7684\u505a\u6cd5\u6709\u4e00\u4e2a\u5173\u952e\u5dee\u5f02\uff1a\u5b83\u6784\u5efa\u7684\u4e0d\u662f\u4e00\u4e2a\u9759\u6001\u7684\u9898\u5e93\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u591f\u81ea\u52a8\u51fa\u9898\u3001\u81ea\u52a8\u7ed3\u7b97\u3001\u6301\u7eed\u66f4\u65b0\u6392\u540d\u7684\u52a8\u6001\u7cfb\u7edf\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u201c\u52a8\u6001\u201d\u8fd9\u4ef6\u4e8b\u5f88\u91cd\u8981\uff1f<\/p>\n

\u62ff\u4e00\u9053\u5177\u4f53\u7684\u9884\u6d4b\u9898\u6765\u8bf4\uff1a\u201c2026\u5e743\u670831\u65e5\u6536\u76d8\u65f6\uff0c\u5168\u7403\u5e02\u503c\u6700\u5927\u7684\u516c\u53f8\u662f\u54ea\u5bb6\uff1f\u201d\u5982\u679c\u6a21\u578bA\u57283\u67081\u65e5\u7ed9\u51fa\u4e86\u9884\u6d4b\uff0c\u6a21\u578bB\u57283\u670828\u65e5\u7ed9\u51fa\u4e86\u9884\u6d4b\uff0c\u4e24\u8005\u7684\u6b63\u786e\u7387\u80fd\u76f4\u63a5\u6bd4\u8f83\u5417\uff1f<\/p>\n

\u663e\u7136\u4e0d\u80fd\u3002<\/p>\n

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\u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\u9898\u6e90\u8fc7\u4e8e\u5355\u4e00\uff1a\u73b0\u6709\u57fa\u51c6\u7684\u9898\u76ee\u51e0\u4e4e\u5168\u90e8\u6765\u81ea\u9884\u6d4b\u5e02\u573a\uff0c\u504f\u5411\u5bb9\u6613\u7ed3\u7b97\u7684\u4e8c\u5143\u95ee\u9898\uff0c\u5927\u91cf\u6765\u81ea\u4e13\u4e1a\u9886\u57df\u548c\u65b0\u5174\u8bdd\u9898\u7684\u9884\u6d4b\u9700\u6c42\u88ab\u9057\u6f0f\u4e86\u3002<\/p>\n

Echo Leaderboard\u7684\u67b6\u6784\u6b63\u662f\u56f4\u7ed5\u8fd9\u4e24\u4e2a\u95ee\u9898\u5c55\u5f00\u7684\u3002\u6574\u5957\u7cfb\u7edf\u53ef\u4ee5\u62c6\u89e3\u4e3a\u56db\u4e2a\u9636\u6bb5\u7684\u6301\u7eed\u5faa\u73af\uff1a<\/p>\n

\u25b3Echo\u8bc4\u6d4b\u5f15\u64ce\u6784\u5efa\u6d41\u7a0b<\/p>\n

\u7b2c\u4e00\u6b65\uff0c\u6570\u636e\u91c7\u96c6\u3002<\/p>\n

\u4e09\u6761\u6570\u636e\u7ba1\u9053\u540c\u65f6\u8fd0\u884c\u3002<\/p>\n

\u7b2c\u4e00\u6761\u5bf9\u63a5Polymarket\u7b49\u9884\u6d4b\u5e02\u573a\uff0c\u7b5b\u9009\u6709\u660e\u786e\u7ed3\u7b97\u89c4\u5219\u548c\u9ad8\u8d28\u91cf\u5171\u8bc6\u4fe1\u53f7\u7684\u5408\u7ea6\u3002<\/p>\n

\u7b2c\u4e8c\u6761\u9762\u5411\u5f00\u653e\u57df\uff0c\u6293\u53d6Google Trends\u7b49\u5b9e\u65f6\u8d8b\u52bf\uff0c\u81ea\u52a8\u751f\u6210\u5173\u4e8e\u5c1a\u672a\u53d1\u751f\u4e8b\u4ef6\u7684\u9884\u6d4b\u95ee\u9898\uff0c\u7531agent\u6301\u7eed\u641c\u7d22\u8fdb\u5c55\u5e76\u81ea\u52a8\u7ed3\u7b97\u3002<\/p>\n

\u7b2c\u4e09\u6761\u6765\u81ea\u771f\u5b9e\u4e13\u4e1a\u573a\u666f\uff1a\u79d1\u7814\u3001\u5de5\u7a0b\u3001\u533b\u7597\u7b49\u9886\u57df\u7684\u4e13\u5bb6\u5c06\u81ea\u5df1\u5de5\u4f5c\u6d41\u4e2d\u6709\u4ef7\u503c\u7684\u9884\u6d4b\u9898\u8d21\u732e\u5230\u7cfb\u7edf\u4e2d\uff0c\u5e76\u5728\u9884\u5b9a\u65f6\u95f4\u70b9\u7ed9\u51fa\u6743\u5a01\u5224\u5b9a\u3002<\/p>\n

\u4ecePolymarket\u4e0a\u7684\u5927\u4f17\u5171\u8bc6\u5230\u5b9e\u9a8c\u5ba4\u91cc\u7684\u4e13\u5bb6\u5224\u65ad\uff0c\u4e09\u6761\u7ba1\u9053\u8986\u76d6\u4e86\u4e00\u4e2a\u76f8\u5f53\u5b8c\u6574\u7684\u9884\u6d4b\u5149\u8c31\u3002<\/p>\n

\u7b2c\u4e8c\u6b65\uff0c\u9884\u6d4b\u70b9\u8c03\u5ea6\u3002<\/p>\n

\u6bcf\u9053\u9898\u4e0d\u53ea\u505a\u4e00\u6b21\u9884\u6d4b\u3002\u7cfb\u7edf\u4f7f\u7528\u5bf9\u6570\u8c03\u5ea6\u7b97\u6cd5\uff0c\u6839\u636e\u9898\u76ee\u7684\u7ed3\u7b97\u5468\u671f\u957f\u5ea6\u5206\u914d\u591a\u4e2aprediction points\uff08\u9884\u6d4b\u65f6\u95f4\u70b9\uff09\uff0c\u65e2\u4fdd\u8bc1\u4e86\u751f\u547d\u5468\u671f\u5185\u7684\u8986\u76d6\u5bc6\u5ea6\uff0c\u53c8\u63a7\u5236\u4e86\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n

\u7b2c\u4e09\u6b65\uff0c\u5bf9\u6218\u6784\u5efa\u3002<\/p>\n

\u8fd9\u662f\u89e3\u51b3\u65f6\u5e8f\u4e0d\u5bf9\u79f0\u95ee\u9898\u7684\u5173\u952e\u73af\u8282\u3002\u8bc4\u6d4b\u4f7f\u7528point-aligned Elo\u673a\u5236\uff1a\u4e25\u683c\u53ea\u6bd4\u8f83\u201c\u540c\u4e00\u9053\u9898\u3001\u540c\u4e00\u9884\u6d4b\u65f6\u95f4\u70b9\u201d\u7684\u7ed3\u679c\u3002\u6240\u6709\u53c2\u8d5b\u6a21\u578b\u5728\u5b8c\u5168\u76f8\u540c\u7684\u4fe1\u606f\u4e0a\u4e0b\u6587\u4e0b\u5bf9\u51b3\uff0c\u516c\u5e73\u6027\u7531\u6b64\u5efa\u7acb\u3002<\/p>\n

\u7b2c\u56db\u6b65\uff0cElo\u8bc4\u5206\u66f4\u65b0\u3002<\/p>\n

\u57fa\u4e8eBradley-Terry MLE\u7b97\u6cd5\u8ba1\u7b97\u5168\u5c40\u6392\u540d\u3002\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0c\u8fd9\u5957\u6846\u67b6\u5bf9\u65b0\u52a0\u5165\u6a21\u578b\u7684\u6392\u540d\u6536\u655b\u901f\u5ea6\u662f\u4f20\u7edfAvg Brier\u65b9\u6cd5\u76842.7\u500d\u3002<\/p>\n

\u25b3\u6a21\u578b\u6392\u540d\u6536\u655b\u901f\u5ea6\u5bf9\u6bd4<\/p>\n

\u8fd9\u56db\u6b65\u6784\u6210\u4e00\u4e2a\u4e0d\u65ad\u5faa\u73af\u7684\u95ed\u73af\uff1a\u65b0\u9898\u76ee\u6301\u7eed\u6d41\u5165\uff0c\u65b0\u7684\u9884\u6d4b\u70b9\u6301\u7eed\u89e6\u53d1\uff0c\u5bf9\u6218\u6301\u7eed\u53d1\u751f\uff0c\u6392\u884c\u699c\u6301\u7eed\u66f4\u65b0\u3002\u7528\u4e00\u53e5\u8bdd\u6982\u62ec\uff1a<\/p>\n

Echo\u9020\u4e86\u4e00\u628a\u52a8\u6001\u6821\u51c6\u7684\u5c3a\u5b50\uff0c\u800c\u8fd9\u628a\u5c3a\u5b50\u672c\u8eab\u4e5f\u5728\u4e0d\u505c\u751f\u957f\u3002<\/p>\n

\u8bc4\u6d4b\u5f15\u64ce\u89e3\u51b3\u4e86\u201c\u600e\u4e48\u91cf\u201d\u7684\u95ee\u9898\uff0c\u63a5\u4e0b\u6765\u8981\u56de\u7b54\u7684\u662f\u201c\u600e\u4e48\u8bad\u201d\u3002Echo\u7684\u8bad\u7ec3\u6d41\u7a0b\u540c\u6837\u662f\u4e00\u5957\u7ed3\u6784\u5316\u7684\u7cfb\u7edf\uff0cUniPat\u79f0\u4e4b\u4e3aTrain-on-Future\u8303\u5f0f\uff0c\u7531\u4e09\u4e2a\u6838\u5fc3\u673a\u5236\u7ec4\u6210\u3002<\/p>\n

\u5728\u5c55\u5f00\u4e4b\u524d\uff0c\u6709\u5fc5\u8981\u5148\u7406\u89e3\u4f20\u7edf\u8def\u5f84\uff08Train-on-Past\uff09\u4e3a\u4ec0\u4e48\u8d70\u4e0d\u901a\u3002<\/p>\n

\u7528\u5386\u53f2\u4e8b\u4ef6\u7684\u5df2\u77e5\u7ed3\u679c\u6765\u8bad\u7ec3\u9884\u6d4b\u6a21\u578b\uff0c\u9762\u4e34\u4e24\u4e2a\u5f88\u96be\u7ed5\u8fc7\u7684\u56f0\u96be\u3002<\/p>\n

\u7b2c\u4e00\u4e2a\u662f\u5de5\u7a0b\u6096\u8bba\uff1a\u4e92\u8054\u7f51\u5185\u5bb9\u6301\u7eed\u66f4\u65b0\uff0c\u7528\u8fc7\u53bb\u7684\u4e8b\u4ef6\u505a\u8bad\u7ec3\u9898\u65f6\uff0c\u6a21\u578b\u5728\u641c\u7d22\u7f51\u9875\u7684\u8fc7\u7a0b\u4e2d\u51e0\u4e4e\u5fc5\u7136\u4f1a\u649e\u4e0a\u5305\u542b\u7b54\u6848\u7684\u4fe1\u606f\uff0c\u6570\u636e\u6cc4\u9732\u5728\u5de5\u7a0b\u5b9e\u73b0\u4e0a\u6781\u96be\u675c\u7edd\u3002\u7b2c\u4e8c\u4e2a\u662f\u7ed3\u679c\u5bfc\u5411\u504f\u5dee\uff1a\u73b0\u5b9e\u4e8b\u4ef6\u5145\u6ee1\u968f\u673a\u6027\uff0c\u4e00\u4e2a\u903b\u8f91\u4e25\u5bc6\u7684\u5206\u6790\u53ef\u80fd\u56e0\u4e3a\u9ed1\u5929\u9e45\u4e8b\u4ef6\u800c\u7ed9\u51fa\u201c\u9519\u8bef\u201d\u7b54\u6848\uff0c\u4e00\u4e2a\u7c97\u7cd9\u7684\u731c\u6d4b\u53ef\u80fd\u78b0\u5de7\u547d\u4e2d\u3002\u76f4\u63a5\u7528\u6700\u7ec8\u7ed3\u679c\u505a\u8bad\u7ec3\u4fe1\u53f7\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u8fc7\u62df\u5408\u5230\u566a\u58f0\u4e0a\u3002<\/p>\n

Train-on-Future\u7684\u4e09\u4e2a\u673a\u5236\u5206\u522b\u7784\u51c6\u4e86\u8fd9\u4e9b\u95ee\u9898\uff1a<\/p>\n

\u673a\u5236\u4e00\uff1a\u52a8\u6001\u95ee\u9898\u5408\u6210\u3002\u4e0e\u4f7f\u7528\u5386\u53f2\u9898\u5e93\u4e0d\u540c\uff0cEcho\u901a\u8fc7\u4e00\u6761\u81ea\u52a8\u5316\u7ba1\u9053\uff0c\u6301\u7eed\u4ece\u5b9e\u65f6\u6570\u636e\u6d41\u4e2d\u751f\u6210\u5173\u4e8e\u672a\u6765\u4e8b\u4ef6\u7684\u9ad8\u4fe1\u606f\u91cf\u9884\u6d4b\u95ee\u9898\u3002\u56e0\u4e3a\u6bcf\u9053\u9898\u90fd\u5173\u4e4e\u5c1a\u672a\u53d1\u751f\u7684\u4e8b\u4ef6\uff0c\u8bad\u7ec3\u5929\u7136\u4e0d\u5b58\u5728\u6570\u636e\u6cc4\u9732\u7684\u95ee\u9898\u3002<\/p>\n

\u673a\u5236\u4e8c\uff1aAutomated Rubric Search\u3002\u8fd9\u662f\u6574\u4e2a\u8bad\u7ec3\u8303\u5f0f\u4e2d\u6700\u6709\u6280\u672f\u542b\u91cf\u7684\u90e8\u5206\u3002Echo\u7684\u505a\u6cd5\u662f\uff1a\u628a\u8bad\u7ec3\u4fe1\u53f7\u5efa\u7acb\u5728\u63a8\u7406\u8fc7\u7a0b\u7684\u8d28\u91cf\u4e0a\uff0c\u800c\u975e\u6700\u7ec8\u9884\u6d4b\u7684\u5bf9\u9519\u3002\u4f46\u968f\u4e4b\u800c\u6765\u7684\u95ee\u9898\u662f\uff0c\u201c\u597d\u7684\u63a8\u7406\u8fc7\u7a0b\u201d\u8be5\u5982\u4f55\u5b9a\u4e49\uff1f<\/p>\n

\u4e3e\u4e00\u4e2a\u4f53\u80b2\u9884\u6d4b\u9886\u57df\u7684\u5177\u4f53\u4f8b\u5b50\u3002<\/p>\n

Echo\u7684Rubric\u4e2d\u6709\u4e00\u4e2a\u7ef4\u5ea6\u53eb\u505a\u201cPrecursor and External Catalyst Evaluation\u201d\uff0c\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u5229\u7528\u9ad8\u5ea6\u76f8\u5173\u7684\u5148\u884c\u4fe1\u53f7\u6216\u5916\u90e8\u9a71\u52a8\u56e0\u7d20\u3002<\/p>\n

\u5f975\u5206\u7684\u6807\u51c6\u662f\uff1a\u8bc6\u522b\u5177\u4f53\u7684\u8fd1\u671f\u6216\u5373\u5c06\u53d1\u751f\u7684\u50ac\u5316\u56e0\u7d20\uff08\u5982\u5173\u952e\u7403\u5458\u56de\u5f52\u3001\u8fde\u7eed\u5ba2\u573a\u7ed3\u675f\u3001\u5173\u952e\u5bf9\u4f4d\u53d8\u5316\uff09\uff0c\u5e76\u5206\u6790\u8fd9\u4e9b\u56e0\u7d20\u4e0e\u6bd4\u8d5b\u7ed3\u679c\u4e4b\u95f4\u7684\u5386\u53f2\u5173\u8054\u3002\u5f971\u5206\u7684\u6807\u51c6\u662f\uff1a\u4ec5\u6cdb\u6cdb\u63d0\u53ca\u201c\u72b6\u6001\u4e0d\u9519\u201d\u6216\u201c\u58eb\u6c14\u63d0\u5347\u201d\u7b49\u6a21\u7cca\u56e0\u7d20\uff0c\u800c\u672a\u7ed1\u5b9a\u5177\u4f53\u53ef\u9a8c\u8bc1\u4e8b\u4ef6\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u7ef4\u5ea6\u662f\u201cMulti-Factor Causal Synthesis\u201d\uff0c\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u5c06\u591a\u4e2a\u72ec\u7acb\u56e0\u7d20\u6574\u5408\u4e3a\u4e00\u4e2a\u6709\u56e0\u679c\u7ed3\u6784\u7684\u9884\u6d4b\u7ed3\u8bba\u3002<\/p>\n

\u5f975\u5206\u7684\u6807\u51c6\u662f\uff1a\u660e\u786e\u6574\u5408\u81f3\u5c11\u4e09\u4e2a\u76f8\u4e92\u72ec\u7acb\u7684\u56e0\u7d20\uff08\u5982\u4f24\u75c5\u60c5\u51b5\u3001\u8fd1\u671f\u72b6\u6001\u3001\u4e3b\u5ba2\u573a\u8868\u73b0\u3001\u8d54\u7387\u57fa\u7ebf\uff09\uff0c\u5e76\u89e3\u91ca\u8fd9\u4e9b\u56e0\u7d20\u5982\u4f55\u76f8\u4e92\u4f5c\u7528\uff08\u5982\u4f24\u75c5\u524a\u5f31\u8fdb\u653b\u6548\u7387\uff0c\u800c\u4e3b\u573a\u4f18\u52bf\u90e8\u5206\u5bf9\u51b2\u8be5\u5f71\u54cd\uff09\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u4e2a\u52a0\u6743\u540e\u7684\u6574\u4f53\u5224\u65ad\u3002\u5f971\u5206\u7684\u6807\u51c6\u662f\uff1a\u4ec5\u57fa\u4e8e\u5355\u4e00\u56e0\u7d20\uff08\u5982\u201c\u67d0\u961f\u6700\u8fd1\u8fde\u80dc\u201d\uff09\u76f4\u63a5\u5f97\u51fa\u7ed3\u8bba\uff0c\u6216\u7b80\u5355\u7f57\u5217\u4fe1\u606f\u800c\u6ca1\u6709\u89e3\u91ca\u5404\u56e0\u7d20\u4e4b\u95f4\u7684\u4f5c\u7528\u5173\u7cfb\u3002<\/p>\n

\u603b\u7ed3\u6765\u8bf4\uff0c\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u5206\u522b\u5173\u6ce8\u6a21\u578b\u662f\u5426\u80fd\u591f\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u5f15\u5165\u53ef\u91cf\u5316\u7684\u524d\u77bb\u6027\u7684\u5173\u952e\u53d8\u5316\uff0c\u5e76\u5728\u540c\u4e00\u65f6\u70b9\u4e0a\u5c06\u8fd9\u4e9b\u53d8\u5316\u4e0e\u65e2\u6709\u4fe1\u606f\u6574\u5408\u4e3a\u7ed3\u6784\u5316\u7684\u56e0\u679c\u5224\u65ad\uff0c\u4ece\u800c\u63d0\u5347\u9884\u6d4b\u7684\u5b8c\u6574\u6027\u4e0e\u52a8\u6001\u9002\u5e94\u80fd\u529b\u3002<\/p>\n

\u25b3\u6a21\u578b\u6309rubrics\u6253\u5206\u7684\u6392\u540d\u4e0eElo\u6392\u540d\u76f8\u5173\u7cfb\u6570\u968frubrics\u8d28\u91cf\u63d0\u5347\u800c\u63d0\u5347<\/p>\n

\u8fd9\u4e9b\u7ef4\u5ea6\u9ad8\u5ea6\u5177\u4f53\uff0c\u663e\u7136\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u201c\u63a8\u7406\u8d28\u91cf\u201d\u3002\u4f46\u9760\u4eba\u5de5\u8bbe\u8ba1\u4e5f\u8d70\u4e0d\u8fdc\uff0c\u9884\u6d4b\u9886\u57df\u566a\u58f0\u6781\u9ad8\uff0c\u4e0d\u540c\u9886\u57df\u7684\u903b\u8f91\u5dee\u5f02\u5f88\u5927\u3002<\/p>\n

Echo\u628a\u8fd9\u4e2a\u95ee\u9898\u8f6c\u5316\u6210\u4e86\u4e00\u4e2a\u6570\u636e\u9a71\u52a8\u7684\u641c\u7d22\u4efb\u52a1\uff1a\u7531LLM\u751f\u6210\u5019\u9009\u8bc4\u5206\u6807\u51c6\uff08rubric\uff09\uff0c\u6bcf\u4e00\u8f6e\u57fa\u4e8e\u4e0a\u4e00\u8f6e\u7684\u53cd\u9988\u8fdb\u884c\u8fed\u4ee3\uff0c\u641c\u7d22\u76ee\u6807\u662f\u8ba9rubric\u4ea7\u751f\u7684\u6a21\u578b\u6392\u540d\u4e0e\u771f\u5b9eElo\u6392\u540d\u4e4b\u95f4\u7684Spearman \u03c1\u6700\u5927\u5316\u3002\u641c\u7d22\u6309\u9886\u57df\u72ec\u7acb\u8fdb\u884c\u3002\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0crubric\u7684\u8bc4\u4f30\u8d28\u91cf\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u6301\u7eed\u6500\u5347\u3002<\/p>\n

\u673a\u5236\u4e09\uff1aMap-Reduce Agent\u67b6\u6784\u3002\u8bad\u7ec3\u5b8c\u6210\u540e\uff0cEchoZ-1.0\u5728\u63a8\u7406\u9636\u6bb5\u91c7\u7528\u5206\u5e03\u5f0f\u7684Map-Reduce\u6d41\u7a0b\u3002Map\u9636\u6bb5\u5c06\u4e00\u4e2a\u5b8f\u89c2\u9884\u6d4b\u95ee\u9898\u5206\u89e3\u4e3a\u591a\u4e2a\u6b63\u4ea4\u5b50\u4efb\u52a1\uff0c\u6d3e\u51fa\u591a\u4e2aagent\u5e76\u884c\u5b8c\u6210\u4fe1\u606f\u91c7\u96c6\u548c\u9886\u57df\u63a8\u7406\uff1bReduce\u9636\u6bb5\u7531\u805a\u5408\u8282\u70b9\u5904\u7406\u8de8\u6e90\u51b2\u7a81\u3001\u5bf9\u9f50\u56e0\u679c\u94fe\uff0c\u8f93\u51fa\u6700\u7ec8\u7684\u6982\u7387\u5224\u65ad\u3002\u8fd9\u4e2a\u5faa\u73af\u652f\u6301\u591a\u8f6e\u81ea\u9002\u5e94\u8fed\u4ee3\uff0c\u76f4\u5230\u4fe1\u606f\u8986\u76d6\u5ea6\u548c\u63a8\u7406\u6df1\u5ea6\u8d8b\u4e8e\u7a33\u5b9a\u3002<\/p>\n

\u8fd9\u5957\u8bad\u7ec3\u8303\u5f0f\u7684\u672c\u8d28\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff1a<\/p>\n

\u4e0d\u4ec5\u8003\u5bdf\u6a21\u578b\u731c\u5bf9\u4e86\u6ca1\u6709\uff0c\u4e5f\u8003\u5bdf\u6a21\u578b\u7684\u5206\u6790\u8fc7\u7a0b\u662f\u4e0d\u662f\u4f18\u79c0\u3002<\/p>\n

\u800c\u201c\u8bc4\u4ef7\u5206\u6790\u8fc7\u7a0b\u201d\u8fd9\u4ef6\u4e8b\u672c\u8eab\uff0c\u4e5f\u7531\u8fd9\u4e2a\u7cfb\u7edf\u81ea\u52a8\u5b8c\u6210\u3002<\/p>\n

\u636e\u4e86\u89e3\uff0cUniPat\u8ba1\u5212\u5c06EchoZ-1.0\u7684\u9884\u6d4b\u80fd\u529b\u5c01\u88c5\u4e3a\u4e00\u5957AI-native Prediction API\u5bf9\u5916\u5f00\u653e\u3002<\/p>\n

\u4ece\u535a\u5ba2\u5df2\u62ab\u9732\u7684\u6280\u672f\u67b6\u6784\u6765\u770b\uff0c\u8fd9\u5957API\u5c06\u652f\u6301\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u7684\u9884\u6d4b\u95ee\u9898\u8f93\u5165\uff0c\u8fd4\u56de\u5305\u542b\u6982\u7387\u5206\u5e03\u3001\u5206\u5c42\u8bc1\u636e\u94fe\u3001\u53cd\u4e8b\u5b9e\u8106\u5f31\u6027\u8bc4\u4f30\u548c\u76d1\u6d4b\u5efa\u8bae\u7684\u5b8c\u6574\u7ed3\u6784\u5316\u62a5\u544a\uff0c\u6bcf\u4efd\u62a5\u544a\u7531\u591a\u8f6eMap-Reduce agent\u5bf9\u5b9e\u65f6\u7f51\u7edc\u8bc1\u636e\u5faa\u73af\u68c0\u7d22\u548c\u63a8\u7406\u540e\u751f\u6210\u3002<\/p>\n

UniPat\u5728\u5b98\u7f51\u4e0a\u4e3aEcho\u5199\u4e0b\u4e86\u8fd9\u6837\u4e00\u53e5\u8bdd\uff1a\u201cThe future is no longer a probability you guess\u2014it is a parameter you integrate.\u201d<\/p>\n

\u5f53\u9884\u6d4b\u4ece\u4e00\u79cd\u76f4\u89c9\u5224\u65ad\u53d8\u6210\u4e00\u4e2a\u53ef\u8c03\u7528\u3001\u53ef\u96c6\u6210\u7684\u53c2\u6570\uff0c\u5b83\u80fd\u5d4c\u5165\u7684\u51b3\u7b56\u573a\u666f\uff0c\u91d1\u878d\u5e02\u573a\u3001\u7b97\u6cd5\u4ea4\u6613\u3001\u4f01\u4e1a\u6218\u7565\uff0c\u8fdc\u6bd4\u5f53\u524d\u770b\u5230\u7684\u8981\u591a\u3002<\/p>\n

UniPat\u4e3aEcho\u5b9a\u4e49\u4e86\u56db\u4e2a\u5173\u952e\u8bcd\uff1aGeneral\u3001Evaluable\u3001Trainable\uff0c\u4ee5\u53caProfitable\u3002\u800c\u843d\u5730\u7684\u6548\u679c\uff0c\u5219\u9700\u8981\u671f\u5f85API\u7684\u6b63\u5f0f\u4e0a\u7ebf\u3002<\/p>\n

\u5b98\u7f51\uff1ahttps:\/\/echo.unipat.ai\/Blog\uff1ahttps:\/\/unipat.ai\/blog\/Echo<\/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

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u5927\u6a21\u578b\u771f\u80fd\u9884\u6d4b\u672a\u6765\uff1f<\/p>\n

\u6700\u8fd1\uff0cUniPat AI\u6784\u5efa\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u9884\u6d4b\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u2014\u2014Echo\uff0c\u5305\u542b\u52a8\u6001\u8bc4\u6d4b\u5f15\u64ce\u3001\u9762\u5411\u672a\u6765\u4e8b\u4ef6\u7684\u8bad\u7ec3\u8303\u5f0f\u548c\u9884\u6d4b\u4e13\u7528\u6a21\u578bEchoZ-1.0\u3002<\/p>\n

\u5728\u5176\u516c\u5f00\u7684General AI Prediction Leaderboard \u4e0a\uff0cEchoZ-1.0\u7a33\u5c45\u7b2c\u4e00\uff0c\u5e76\u5728\u4e0ePolymarket\u4eba\u7c7b\u4ea4\u6613\u5e02\u573a\u7684\u76f4\u63a5\u5bf9\u6bd4\u4e2d\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

\u8fc7\u53bb\u4e00\u5e74\uff0c\u9884\u6d4b\u80fd\u529b\u8d8a\u6765\u8d8a\u53d7<\/p>\n","protected":false},"author":1,"featured_media":3248,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[609],"class_list":["post-3252","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-ai"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/3252","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=3252"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/3252\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/3248"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=3252"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=3252"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=3252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}