ACL-OCL / Base_JSON /prefixO /json /O11 /O11-1008.json
Benjamin Aw
Add updated pkl file v3
6fa4bc9
{
"paper_id": "O11-1008",
"header": {
"generated_with": "S2ORC 1.0.0",
"date_generated": "2023-01-19T08:05:23.508396Z"
},
"title": "",
"authors": [
{
"first": "\uf9f4\u5ddd\u5091",
"middle": [
"+"
],
"last": "\u3001\u8a79\u5609\u4e1e",
"suffix": "",
"affiliation": {
"laboratory": "",
"institution": "National Taiwan Ocean University {cjlin",
"location": {
"postCode": "M98570019"
}
},
"email": ""
},
{
"first": "\u3001\u9673\u5f65\u4ea8",
"middle": [
"+"
],
"last": "\u3001\u9b91\u5efa\u5a01",
"suffix": "",
"affiliation": {
"laboratory": "",
"institution": "National Taiwan Ocean University {cjlin",
"location": {
"postCode": "M98570019"
}
},
"email": ""
}
],
"year": "",
"venue": null,
"identifiers": {},
"abstract": "",
"pdf_parse": {
"paper_id": "O11-1008",
"_pdf_hash": "",
"abstract": [],
"body_text": [
{
"text": "\uff0c\u50cf\u662f\u4e00\u500b\u540d\u8a5e \u5f8c\u9762\u52a0\u4e0a \"\u5011\" \u4e5f\u662f\u5408\u6cd5\u7684\u8a5e (\uf9b5\u5982 \"\u5b78\u751f\u5011\"\u3001\"\u5bb6\u9577\u5011\")\u3002Wu and Jiang [3] \u751a\u81f3\u7d50\u5408 \u6587\u6cd5\u5256\u6790\uf92d\u9032\ufa08\u65b7\u8a5e\u3002 \u9664\uf9ba\u65b7\u8a5e\u6b67\u7fa9\u6027\u4e4b\u5916\uff0c\u672a\u77e5\u8a5e\u7684\u8655\uf9e4\u4e5f\u662f\u4e00\u500b\u91cd\u8981\u8ab2\u984c\u3002\u9664\uf9ba\u7f55\ufa0a\u8a5e\u5f59 (\u50cf\u662f \"\u8e89 \u552e\")\u3001\u5c08\u9580\u8853\u8a9e (\u50cf\u662f\u5316\u5b78\u540d\u8a5e \"\u4e09\u805a\u6c30\u80fa\") \u4ee5\u53ca\u65b0\u767c\u660e\u8a5e\u5f59 [4] (\u50cf\u662f \"\u65b0\uf9ca\u611f\") \u4e4b \u5916\uff0c\u5177\u540d\u5be6\u9ad4 (named enitiy) \u5982\u4eba\u540d\u3001\u5730\u540d\u3001\u7d44\u7e54\u540d\u7b49\u7684\u8fa8\uf9fc\u6280\u8853\u4e5f\u662f\u7814\u7a76\u7684\u91cd\u9ede\u4e4b\u4e00\uff0c \uf9b5\u5982 [5] \u3002\u8fd1\uf92d\u65b7\u8a5e\u7814\u7a76\u4e5f\u63a2\u8a0e\uf9ba\u81ea\u52d5\u6a5f\u5668\u5b78\u7fd2\u7684\u65b9\u6cd5\uff0c\u652f\u6301\u5411\uf97e\u6a5f (SVM) [6] \u3001\u689d\u4ef6 \u96a8\u6a5f\u57df (CRF) [ ",
"cite_spans": [
{
"start": 54,
"end": 57,
"text": "[3]",
"ref_id": "BIBREF2"
},
{
"start": 146,
"end": 149,
"text": "[4]",
"ref_id": "BIBREF3"
},
{
"start": 215,
"end": 218,
"text": "[5]",
"ref_id": "BIBREF4"
},
{
"start": 252,
"end": 255,
"text": "[6]",
"ref_id": "BIBREF5"
},
{
"start": 270,
"end": 271,
"text": "[",
"ref_id": null
}
],
"ref_spans": [],
"eq_spans": [],
"section": "",
"sec_num": null
},
{
"text": ") | ( ) ( ) ... ( 2 1 1 2 1 \uf0d5 \uf0b4 \uf03d \uf03d \uf03d \uf02d N i i i N w w P w P w w w S P ( \u516c\u5f0f 1) \u5176\u4e2d P(w i ) \u70ba\u8a5e w i \u7684 unigram \u6a5f\uf961\uff0c\u800c P(w i | w i-1 ) \u70ba\u8a5e w i \u51fa\u73fe\u5728\u8a5e w i-1 \u5f8c\u9762\u7684\u6a5f\uf961\u3002\u70ba \uf9ba\u907f\u514d\u6a5f\uf961\u503c\uf99a\u4e58\u6703\u904e\u5c0f\u800c\u7522\u751f underflow \u73fe\u8c61\uff0c\u7fd2\u6163\u4e0a\u4ee5\u7b49\u865f\uf978\u908a\u53d6\u5176 log \u503c\uf92d\u8a08\u7b97\uff1a \uf0e5 \uf02b \uf03d \uf03d \uf03d \uf02d N i i i N w w P w P w w w S P 2 1 1 2 1 ) | ( log ) ( log ) ... ( log ( \u516c\u5f0f 2) Bigram \u6a21\u578b\u8a13\uf996\u6642\u56e0\u70ba\u9700\u8981\uf978\u500b\u4e2d\u6587\u8a5e\u7dca\u9130\u51fa\u73fe\uff0c\u5bb9\uf9e0\u6709\u8cc7\uf9be\u7a00\u758f (data sparseness) \u7684 \u554f\u984c\uff0c\u4e5f\u5c31\u662f\uf96f\u5927\u90e8\u4efd\u7684\u4e2d\u6587\u8a5e bigram \u90fd\u7121\u6cd5\u8a13\uf996\u5f97\u5230\u6a5f\uf961\u503c\u3002\u6211\u5011\u63a1\u7528\u7684\u89e3\u6c7a\u65b9\u6cd5 \u662f backoff \u81f3 unigram \u6a21\u578b\uff0c\u4e5f\u5c31\u662f\u7576 <w i-1 , w i > \u9019\u500b bigram \uf967\u66fe\u51fa\u73fe\u5728\u8a13\uf996\u8a9e\uf9be\u4e2d\u6642\uff0c P(w i | w i-1 ) \u7684\u503c\u6539\u7531 \u03b1P(w i ) \uf92d\u4f30\u7b97\u3002 \uf974\u662f bigram \u4e2d\u6709\u7279\u6b8a\uf9d0\u5225\u8a5e\u5f59\u6642\uff0c\u5176 bigram \u6a5f\uf961\u6539\u4ee5\uf9d0\u5225\u6a5f\uf961\uf92d\u8a08\u7b97\u3002\u5047\u8a2d w i \u5c6c\u7279\u6b8a\uf9d0\u5225 S\uff0c\u5247\u6a5f\uf961\u8a08\u7b97\u65b9\u5f0f\u6539\u70ba\uff1a ) | ( ) | ( ) | ( ) | ( ) | ( 1 1 1 1 S w P S w P w S P w w P w w P i G i i i i i i \uf0b4 \uf0b4 \uf03d \uf02b \uf02d \uf02b \uf02d (\u516c\u5f0f 3) \u5176\u4e2d P(S | w i-1 ) \u8207 P(w i+1 | S)\u8868\u793a S \uf9d0\u5225\u8207\u5176\u4ed6\u8a5e\u5f59\u4e4b bigram \u6a5f\uf961\uff0cP G (w i | S) \u8868\u793a\uf9d0\u5225 S \u4e2d\u51fa\u73fe w i \u7684\u6a5f\uf961\uff0c\u9664\u4eba\u540d\u5916 (\u8acb\ufa0a\u7b2c\u4e09\u7bc0)\uff0c\u5404\u7279\u6b8a\uf9d0\u5225\u503c\u5747\u8a2d\u70ba 1\u3002",
"cite_spans": [],
"ref_spans": [],
"eq_spans": [],
"section": "",
"sec_num": null
},
{
"text": "\u81f3\u65bc\uf9d0\u5225 bigram \u6a5f\uf961\u6a21\u578b\uff0c\u5730\u5740\u3001\uf90a\u9322\u3001\u7de8\u865f\u3001\u767e\u5206\u6bd4\u3001\u5206\uf969\u3001\u7db2\uf937\u548c\u5916\u6587\u9019\u5e7e \uf9d0\u5019\u9078\u8a5e\u7684\u908a\u754c\u975e\u5e38\u660e\u78ba\uff0c\u800c\u4e14\uf967\u5e38\u6709\u6b67\u7fa9\u6027\u51fa\u73fe\uff0c\u56e0\u6b64\u6211\u5011\u5b8c\u5168\u4fe1\u4efb\u4ee5\u9019\u4e9b\u898f\u5247\u6240\u5224 \u65b7\u51fa\uf92d\u7684\u5019\u9078\u8a5e\u3002\u9019\u5e7e\uf9d0\u8a5e\u7684\uf9d0\u5225 bigram \u6a5f\uf961\u503c\u5747\u8a2d\u5b9a\u70ba 1\uff0c\u8868\u793a\u51fa\u73fe\u9019\u5e7e\uf9d0\u5019\u9078\u8a5e\u7684 \u6642\u5019\u5c31\u6703\u512a\u5148\u63a1\u7528\u8a72\u5019\u9078\u8a5e\u65b7\u6cd5\u3002 \uf969\u5b57\u5b57\u5143\u5012\u662f\u5e38\u51fa\u73fe\u5728\u975e\uf969\u8a5e\u5f59\u4e2d\uff0c\u50cf\u662f \"\u4e00\ufa00\"\u3001\"\u842c\u4e00\"\uff0c\u5176\uf9d0\u5225\u6a5f\uf961\u9700\u7531\u8a13\uf996 \u8a9e\uf9be\u7d71\u8a08\u800c\u5f97\u3002\u908a\u754c\u660e\u78ba\u7684\u65e5\u671f\u6642\u9593\uff0c\u5982 \"\u4e2d\u83ef\u6c11\u570b\u4e5d\u5341\u516b\uf98e\uf9d1\u6708\u4e8c\u5341\u4e00\u65e5\"\uff0c\uf9d0\u5225\u6a5f \uf961\u53ef\u8a2d\u70ba 1\u3002\uf974\u662f\u6709\u6b67\u7fa9\u73fe\u8c61\u8005\uff0c\u50cf \"\u4e09\u5341\uf98e\" \u53ef\u80fd\u662f\u6307 \"\u6c11\u570b\u4e09\u5341\uf98e\" \u6216\u662f \"\u4e09\u5341\u500b \uf98e\ufa01\"\uff0c\u5b83\u5011\u7684\uf9d0\u5225\u6a5f\uf961\u4e5f\u63a1\u7528\u8a13\uf996\u8a9e\uf9be\u7d71\u8a08\u6240\u5f97\u8005\u3002 \u6700\u5f8c\u4ee5 \"\u6edd\u6ca2\u5149\" \u7684\uf9b5\u5b50\uf92d\uf96f\u660e\u59d3\u540d\u6a5f\uf961\u8a08\u7b97\u65b9\u5f0f\u3002\"\u6edd\u6ca2\u5149\" \u6709\uf978\u7a2e\u53ef\u80fd\u7684\u59d3\u540d\u7d44\u5408 \u65b9\u5f0f\uff0c\u4e00\u7a2e\u4ee5 \"\u6edd\u6ca2\" \u7576\u59d3\uff0c\"\u5149\" \u7576\u540d\uff0c\u53e6\u4e00\u7a2e\u662f\u4ee5 \"\u6edd\" \u7576\u59d3\uff0c\"\u6ca2\u5149\" \u7576\u540d\u3002\uf978\u500b \u6a5f\uf961\u503c\u4ee5\"\u6edd\u6ca2\" \u7576\u59d3\u6c0f\u7684\u6a5f\uf961\u6700\u9ad8\u3002 \uff0c\u7e3d\u5171\u6709 8,196 \u7d44\uf962\u9ad4\u6f22\u5b57\uf99c\u8868\u3002\u6bcf\u4e00\u7d44\u6f22\u5b57\u90fd\u662f\u5728\u67d0\u4e9b\u60c5\u5f62\u4e0b\u7684 \u540c\u7fa9\uf962\u9ad4\u5b57\uff0c\u4ee5\u4e0b\uf99c\u7bc4\uf9b5\u4e2d\u7b2c\u4e00\u7d44\u70ba\uf9b5\uff0c\"\u8c4a\" \u662f\u65e5\u6587\uf9e8\u7684 \"\u8c50\" \u5b57\uff0c\"\u4e30\" \u5247\u662f\u7c21\u9ad4\u4e2d \u6587\u7684 \"\u8c50\" \u5b57\uff0c\u800c\u9019\uf978\u500b\u5b57\u672c\u8eab\u53c8\u662f\u5408\u6cd5\u7684\u7e41\u9ad4\u4e2d\u6587\u5b57\u3002\uf962\u9ad4\u5b57\uf99c\u8868\u7bc4\uf9b5\u5982\u4e0b\uff1a \u4e30 \u8c4a \u8c50 \u973b \u974a \u79c7 \u84fa \u8553 \u85dd \u4e79 \u4e7e \u4e81 \u5e72 \u6f27 \u63a5\u4e0b\uf92d\uff0c\u6211\u5011\u5728\u6bcf\u4e00\u7d44\uf962\u9ad4\u6f22\u5b57\u4e2d\uff0c\u627e\u4e00\u500b\u7e41\u9ad4\u4e2d\u6587\u5b57\uf92d\u505a\u70ba\u4ee3\u8868\u3002\uf974\u662f\u8a72\u7d44\u4e2d\u6709\u591a\u500b \u7e41\u9ad4\u4e2d\u6587\u6f22\u5b57\uff0c\u5247\u9078\u64c7\u6700\u5e38\u7528\u7684\u3002\u7e41\u9ad4\u4e2d\u6587\u6f22\u5b57\u983b\uf961\u63a1\u7528\u6559\u80b2\u90e8\u516b\u5341\u4e03\uf98e\u5e38\u7528\u8a9e\u8a5e\u5b57\u983b \u8868 10 \u3002\u4ee5\u7b2c\u4e00\u7d44\u70ba\uf9b5\uff0c\"\u4e30\"\u3001\"\u8c4a\"\u3001\"\u8c50\" \u90fd\u662f\u7e41\u9ad4\u4e2d\u6587\u7684\u6f22\u5b57\uff0c\u4e09\u8005\u4e2d\u4ee5 \"\u8c50\" \u5b57\u983b\uf961 \u6700\u9ad8\uff0c\u56e0\u6b64\u9078\u5b83\u505a\u70ba\u9019\u7d44\u4ee3\u8868\u5b57\u3002\u5982\u6b64\u4e00\uf92d\uff0c\u65e5\u6587\u6f22\u5b57 \"\u8c4a\" \u53ef\u4ee5\u5c0d\u61c9\u81f3\u9019\u500b\u4ee3\u8868\u7684\u4e2d \u6587\u6f22\u5b57\uff0c\uf962\u9ad4\u5b57 \"\u974a\" \u4e5f\u53ef\u4ee5\u5c0d\u61c9\u5230\u9019\u500b\u8f03\u5e38\ufa0a\u7684\u4e2d\u6587\u6f22\u5b57\uf9ba\u3002 \u5176\u5be6\u9019\u500b\u505a\u6cd5\u6709\uf967\u5c11\u8981\u8003\u616e\u7684\u554f\u984c\u5b58\u5728\u3002\u9996\u5148\uff0c\u6240\u8b02\u7684 \"\u7e41\u9ad4\u4e2d\u6587\" \u5b57\u5143\u5176\u5be6\uf967\u50c5 \u50c5\u53ea\u6709 BIG5 \u5b57\u96c6\u3002Unicode \u5728\u5b9a\u7fa9\u5b57\u78bc\u8868\u6642\uff0c\u5c31\u6536\uf93f\uf9ba\uf967\u5c11\uf967\u5728 BIG5 \u5b57\u96c6\uf9e8\u7684\u7e41\u9ad4\u4e2d \u6587\u7f55\ufa0a\u5b57\uff0c\u50cf\uf962\u9ad4\u6f22\u5b57\u7b2c\u4e00\u7d44\u7bc4\uf9b5\uf9e8\u7684 \"\u974a\" \u5b57\uf965\u662f\u4e00\uf9b5\u3002\u7531\u65bc\u6211\u5011\u7684\u5be6\u9a57\u8cc7\uf9be\u96c6\u662f\u4ee5 BIG5 \u5b57\u96c6\u66f8\u5beb\u7684\u6587\u7ae0\uff0c\u672c\uf941\u6587\u5c31\u5148\u4ee5 BIG5 \u5b57\u96c6\u505a\u70ba\u7e41\u9ad4\u4e2d\u6587\u5b57\u96c6\u3002\u672a\uf92d\uf974\u6709\u5b8c\u6574\u7684 \u7e41\u9ad4\u4e2d\u6587\u5b57\u5143\u96c6\uff0c\u672c\u7ae0\u7bc0\u6240\u63d0\u505a\u6cd5\u5c31\u53ef\u518d\u4f9d\u64da\u800c\u8abf\u6574\u3002 \u53e6\u4e00\u554f\u984c\u662f\uf92d\u81ea\uf962\u9ad4\u6f22\u5b57\u7684\u5c0d\u61c9\u3002\u5728\u8a31\u591a\u6642\u5019\uff0c\uf978\u500b\u6f22\u5b57\u6703\u662f\u540c\u7fa9\u7684\uf962\u9ad4\u5b57\uff0c\u5176\u5be6 \u662f\u57fa\u65bc\u67d0\u7a2e\u7279\u5b9a\u7684\u60c5\u5f62\uff0c\u4e26\u975e\u767e\u5206\u4e4b\u767e\u540c\u7fa9\u3002\u518d\u4ee5 \"\u8c4a\" \u548c \"\u8c50\" \u70ba\uf9b5\uff0c\"\u8c4a\" \u5728\u7e41\u9ad4 \u4e2d\u6587\u4e2d\u662f\u53e4\u4ee3\u796d\u7940\u7528\u7684\uf9b6\u5668 (\uf96b\ufa0a\u6559\u80b2\u90e8\u91cd\u7de8\u570b\u8a9e\u8fad\u5178 11 )\uff0c\u8207 \"\u8c50\" \u5b57\u5b8c\u5168\uf967\u540c\u7fa9\u3002\u53ea \u6709\u5728\u65e5\u6587\u4e2d \"\u8c4a\" \u624d\u548c\u4e2d\u6587 \"\u8c50\" \u540c\u7fa9\u3002\u9019\u53ef\u505a\u70ba\u672a\uf92d\u7814\u7a76\u4e3b\u984c\u3002 (\u4e8c) \u65e5\u6587\u4eba\u540d\u7528\u5b57\u4e4b\u4e2d\u6587\u6f22\u5b57\u5c0d\u61c9 \u5728\u7b2c\u4e09\u3001(\u4e8c)\u7bc0\u4e2d\u66fe\u7d93\u63d0\u5230\uff0c\u5982\u679c\u8981\u80fd\u5224\u65b7\u4ee5\u7e41\u9ad4\u4e2d\u6587\u66f8\u5beb\u7684\u65e5\u6587\u4eba\u540d\uff0c\u9700\u8981\u5c07\u8490\u96c6\u5230 \u7684\u65e5\u6587\u59d3\u540d\u7528\u5b57\u8f49\u63db\u6210\u7e41\u9ad4\u4e2d\u6587\u5beb\u6cd5\u624d\ufa08\u3002\u9700\u8981\u8f49\u63db\u7684\u8cc7\uf9be\u6709\uf978\u500b\uff0c\u4e00\u662f\u65e5\u6587\u7684\u59d3\u6c0f\uf99c \u8868\uf9e8\u7684\u59d3\u6c0f\uff0c\u4e00\u662f\u65e5\u6587\u540d\u7528\u5b57\uf99c\u8868\uf9e8\u9762\u7684\u6f22\u5b57\u3002 \u8f49\u63db\u65e5\u6587\u59d3\u6c0f\u7684\u6642\u5019\uff0c\uf967\uf941\u59d3\u6c0f\u5b57\uf969\u591a\u5c11\uff0c\u6bcf\u500b\u5b57\u90fd\u6703\u4ee5\u7b2c(\u4e00)\u7bc0\u4ecb\u7d39\u7684\u65b9\u6cd5\u5c07\u4e4b \u8f49\u63db\u6210\u5c0d\u61c9\u7684\u7e41\u9ad4\u4e2d\u6587\u5b57\u3002\uf9b5\u5982 \"\u6edd\u6ca2\" \u5c31\u6703\u8f49\u63db\u6210 \"\u7027\u6fa4\"\uff0c\u800c \"\u4e2d\u66fd\u6839\" \u5c31\u6703\u8f49\u63db \u6210 \"\u4e2d\u66fe\u6839\"\u3002\u8f49\u63db\u6240\u5f97\u7684\u4e2d\u6587\u5beb\u6cd5\u6703\u5408\u4f75\u81f3\u539f\u672c\u7684\u65e5\u6587\u59d3\u6c0f\uf99c\u8868\u4e2d\uff0c\u6a5f\uf961\u5c31\u6cbf\u7528\u539f\u65e5 \u6587\u5beb\u6cd5\u59d3\u6c0f\u7684\u6a5f\uf961\u503c\u3002\uf974\u662f\u59d3\u6c0f\u4e2d\u6709\u81f3\u5c11\u4e00\u500b\u65e5\u6587\u6f22\u5b57\u6c92\u6709\u4e2d\u6587\u6f22\u5b57\u5c0d\u61c9\u7684\u8a71\uff0c\u5c31\uf967\u7522 \u751f\u4e2d\u6587\u5c0d\u61c9\u5beb\u6cd5\u3002\u50cf\u662f \"\u53e4\u7551\" \u7684 \"\u7551\" \u5c31\u6c92\u6709\u4e2d\u6587\u6f22\u5b57\u5c0d\u61c9\u3002\u540d\u7528\u5b57\uf99c\u8868\u7684\u505a\u6cd5\u4e00 \u6a23\uff0c\u6bcf\u500b\u540d\u7528\u5b57\u90fd\u627e\u5230\u5176\u5c0d\u61c9\u7684\u6f22\u5b57\uff0c\u5c07\u4e4b\u4f75\u5165\u540d\u7528\u5b57\uf99c\u8868\u4e2d\uff0c\u6a5f\uf961\u4e5f\u6cbf\u7528\u539f\u5b57\u6a5f\uf961\u503c\u3002 \u5c07\u5c0d\u61c9\u6f22\u5b57\u5beb\u6cd5\u5408\u4f75\u81f3\u539f\uf92d\u7684\uf99c\u8868\uff0c\u4f7f\u5f97\uf99c\u8868\u4e2d\u540c\u6642\u6709\u65e5\u6587\u5beb\u6cd5\u548c\u4e2d\u6587\u5beb\u6cd5\u3002\u5982\u6b64 \u4e00\uf92d\uff0c\u5373\u4f7f\uf906\u5b50\u4e2d\u540c\u6642\u51fa\u73fe\u65e5\u6587\u53ca\u4e2d\u6587\u5beb\u6cd5\u7684\u4eba\u540d\uff0c\u672c\u7cfb\u7d71\u7686\u53ef\u8655\uf9e4\u3002\u8209\uf9b5\uf92d\uf96f\uff0c\uf974\u8f38 \u5165\uf906\u662f \u300c\u6edd\u6ca2\u8061\u5c31\u662f\u7027\u6fa4\u8070\u300d \uff0c\u56e0\u70ba \"\u6edd\u6ca2\" \u548c \"\u7027\u6fa4\" \u90fd\u5728\u65e5\u6587\u59d3\u6c0f\uf99c\u8868\u4e4b\u4e2d\uff0c\"\u8061\" \u548c \"\u8070\" \u90fd\u51fa\u73fe\u5728\u65e5\u6587\u540d\u7528\u5b57\uf99c\u8868\u4e2d\uff0c\"\u6edd\u6ca2\u8061\" \u548c \"\u7027\u6fa4\u8070\" \u90fd\u6703\u88ab\u63d0\u51fa\u70ba\u65e5\u672c\u4eba\u540d\u5019\u9078 \u8a5e\uff0c\u800c\u4e14\uf978\u8005\u7684\u6a5f\uf961\u503c\u76f8\u540c\u3002 \u4ee5\u540c\u6a23\u7684\u6982\uf9a3\uff0c\u5c07\u65e5\u6587\u59d3\u6c0f\u540d\u7528\u5b57\u7684\u7e41\u9ad4\u4e2d\u6587\u5beb\u6cd5\u518d\u8f49\u70ba\u7c21\u9ad4\u4e2d\u6587\u4e26\u4f75\u5165\uf99c\u8868\u4e2d\u7684 \u8a71\uff0c\u5c31\u53ef\u4ee5\u8655\uf9e4\u300c\u6edd\u6ca2\u8061\u548c\u6cf7\u6cfd\u806a\u90fd\u662f\u7027\u6fa4\u8070\u300d\u9019\u7a2e\u65e5\u6587\u3001\u7c21\u7e41\u4e2d\u6587\u4e26\u5b58\u7684\u6587\u672c\uf9ba\u3002\u9019 \u90e8\u4efd\u672a\u4ee5\u5be6\u9a57\u9032\ufa08\u9a57\u8b49\uff0c\u50c5\u4ee5\u6982\uf9a3\uf96f\u660e\u53ef\ufa08\u6027\u3002 (\u4e09) \u5c0d\u61c9\uf962\u9ad4\u8a5e\u7684\u751f\u6210 \u70ba\uf9ba\u8655\uf9e4\u7e41\u9ad4\u4e2d\u6587\u6587\u7ae0\u4e2d\u51fa\u73fe\u7684\u7c21\u5b57\u5beb\u6cd5\u4ee5\u53ca\uf962\u9ad4\u5b57\u5beb\u6cd5\uff0c\u6211\u5011\u63a1\u7528\u540c\u4e00\u7a2e\u7b56\uf976\u8655\uf9e4\uff1a \u5c07\u6240\u6709\u5df2\u77e5\u7e41\u9ad4\u4e2d\u6587\u8a5e\u5f59\uff0c\u8f49\u63db\u6210\u5404\u7a2e\u53ef\u80fd\u7684\uf962\u9ad4\u5b57\u5beb\u6cd5\uff0c\u5305\u542b\u7c21\u9ad4\u5b57\u5beb\u6cd5\uff0c\u518d\u5c07\u9019\u4e9b \u8a5e\u5f59\u5408\u4f75\u56de\u5df2\u77e5\u8a5e\uf99c\u8868\u4e2d\u3002\u5c07\u5df2\u77e5\u8a5e\u8f49\u63db\u6210\u5404\u7a2e\uf962\u9ad4\u5beb\u6cd5\u7684\u65b9\u6cd5\uff0c\u662f\u5148\u4ee5\u7b2c(\u4e00)\u7bc0\u7684\u65b9 \u6cd5\u627e\u51fa\u8a5e\u4e2d\u6bcf\u4e00\u500b\u5b57\u53ef\u80fd\u7684\uf962\u9ad4\u5b57\u5beb\u6cd5\uff0c\u518d\u53bb\u7522\u751f\u6240\u6709\u7684\u7d44\u5408\u3002\uf9b5\u5982ABC\u70ba\u4e00\u5df2\u77e5\u8a5e\uff0c A'\u3001A\"\u3001B' \u8207C' \u70ba\u5404\u5225\u7684\uf962\u9ad4\u5b57\uff0c\u6211\u5011\u6703\u7522\u751fA'BC\u3001AB'C\u3001ABC'\u3001A'B'C\u3001AB'C'\u3001 A'BC'\u3001A'B'C'\u3001A\"BC\u3001A\"B'C\u3001A\"BC'\u3001A\"B'C' \u9019\u9ebc\u591a\u7a2e\u5beb\u6cd5\u3002 \u5c07\u5404\uf962\u9ad4\u5b57\u5c55\u958b\u6240\u5f97\u7684\uf962\u9ad4\u8a5e\uff0c\u5176\u6a5f\uf961\u503c\u5c31\u627f\u63a5\u539f\u7e41\u9ad4\u8a5e\u7684\u6a5f\uf961\u503c\u3002\u672c\uf941\u6587\u4e4b\u65b7\u8a5e \u6a5f\uf961\u6a21\u578b\u662f\u4e8c\u5143\u6a21\u578b\uff0c\u70ba\u514d\u6a5f\uf961\uf99c\u8868\u904e\u5927\uff0c\u540c\u4e00\u7fa4\uf962\u9ad4\u8a5e\u5c31\u4ee5\u540c\u4e00\u500b\u8a5e\u7fa4\u7de8\u865f\uf92d\u8868\u793a\u3002 \u65b7\u8a5e\u6642\uff0c\u627e\u5c0b\u5019\u9078\u8a5e\u7528\uf962\u9ad4\u5c55\u958b\u5f8c\u7684\u5df2\u77e5\u8a5e\uf99c\u8868\uff0c\u4f30\u7b97\u65b7\u8a5e\u6a5f\uf961\u6642\u5247\u4ee5\u5404\u8a5e\u7fa4\u7de8\u865f\u4e4b\u4e8c \u5143\u6a5f\uf961\u503c\uf92d\u8a08\u7b97\u3002 \u7136\u800c\u5408\u4f75\u904e\u7a0b\u4e2d\uff0c\u6703\u9047\u5230\uf978\u500b\uf967\u540c\u7684\u7e41\u9ad4\u4e2d\u6587\u8a5e\u5f59\u5c0d\u61c9\u81f3\u540c\u4e00\u500b\uf962\u9ad4\u8a5e\u7684\u60c5\u5f62\u3002\u9019 \u5927\u90e8\u4efd\u662f\u7531\u65bc\u7c21\u7e41\u4e2d\u6587\u5c0d\u61c9\u6240\u9020\u6210\uff0c\u56e0\u70ba\u7c21\u7e41\u5c0d\u61c9\u662f\u591a\u500b\u7e41\u9ad4\u5b57\u6703\u5c0d\u61c9\u5230\u540c\u4e00\u500b\u7c21\u9ad4 \u5b57\uff0c\u5bb9\uf9e0\u7522\u751f\u6df7\u6dc6\u3002\u50cf\u662f \"\u767d\u9762\" \u8207 \"\u767d\u9eb5\" \u7684\u7c21\u9ad4\u5beb\u6cd5\u90fd\u662f \"\u767d\u9762\"\uff0c\"\u6539\u5236\" \u8207 \"\u6539 \u88fd\" \u7684\u7c21\u9ad4\u5beb\u6cd5\u4e5f\u90fd\u662f \"\u6539\u5236\"\u3002\u6c7a\u5b9a\u9019\u60c5\u5f62\uf962\u9ad4\u5b57\u5beb\u6cd5\u6a5f\uf961\u503c\u7684\u8a2d\u8a08\u6cd5\u6709\u4e09\u7a2e\u60f3\u6cd5\uff0c \u5206\u5225\u662f\u53d6\u5404\u539f\u8a5e\u4e2d\u6a5f\uf961\u6700\u9ad8\u3001\u6700\u4f4e\u8005\uff0c\u4ee5\u53ca\u53d6\u5176\u7e3d\u548c\u3002\u7b2c\u4e94\u3001(\u56db)\u7bc0\u6703\u8a0e\uf941\u9019\u90e8\u4efd\u7684\u5be6 \u9a57\uff0c\u6700\u5f8c\u7cfb\u7d71\u63a1\u7528\uf9ba\u6700\u9ad8\u7684\u6a5f\uf961\u503c\uf92d\u505a\u70ba\u5b83\u7684\u6a5f\uf961\u3002 ",
"cite_spans": [
{
"start": 397,
"end": 407,
"text": "\uff0c\u7e3d\u5171\u6709 8,196",
"ref_id": null
}
],
"ref_spans": [],
"eq_spans": [],
"section": "",
"sec_num": null
},
{
"text": "\u8907\u59d3 P(c 1 c 2 |LN CH ) P(\uf070='dd'|S CHname ) \u55ae\u59d3+\u55ae\u540d P(c 1 |LN CH )\uf0b4P \uf073 (c 2 |FN CH ) P(\uf070='sn'|S CHname ) \u96d9\u540d P \uf073 (c 1 |FN CH )\uf0b4P \uf073 (c 2 |FN CH ) P(\uf070='nn'|S CHname ) \u8907\u59d3+\u55ae\u540d P(c 1 c 2 |LN CH )\uf0b4P \uf073 (c 3 |FN CH ) P(\uf070='ddn'|S CHname ) \u55ae\u59d3+\u96d9\u540d P(c 1 |LN CH )\uf0b4P \uf073 (c 2 |FN CH )\uf0b4P \uf073 (c 3 |FN CH ) P(\uf070='snn'|S CHname ) \u96d9\u59d3+\u55ae\u540d P(c 1 |LN CH )\uf0b4P(c 2 |LN CH )\uf0b4P \uf073 (c 3 |FN CH ) P(\uf070='ssn'|S CHname ) \u8907\u59d3+\u96d9\u540d P(c 1 c 2 |LN CH )\uf0b4P \uf073 (c 3 |FN CH )\uf0b4P \uf073 (c 4 |FN CH ) P(\uf070='ddnn'|S CHname ) \u96d9\u59d3+\u96d9\u540d P(c 1 |LN CH )\uf0b4P(c 2 |LN CH )\uf0b4P \uf073 (c 3 |FN CH )\uf0b4P \uf073 (c 4 |FN CH ) P(\uf070='ssnn'|S CHname ) \u5efa\uf9f7\u55ae\u59d3\u3001\u8907\u59d3\u8207\u6bcf\u500b\u540d\u7528\u5b57\u7684\u51fa\u73fe\u6a5f\uf961\uff0c\u4e5f\u5c31\u662f P(c i |LN CH )\u3001P(c i c i+1 |LN CH ) \u4ee5\u53ca P \uf073 (c j |FN CH ) \u662f\u7531\u4e00\u500b\u5927\uf97e\u7684\u8a9e\uf9be\u4ee5 maximum likelihood \u7684\u65b9\u5f0f\u7d71\u8a08\u800c\u5f97\uff0c\u5373\uff1a P(c i |LN CH ) \uff1d \u55ae\u59d3 c i \u51fa\u73fe\u6b21\u6578 / \u6240\u6709\u4eba\u540d\u500b\u6578 P(c i c i+1 |LN CH ) \uff1d \u8907\u59d3 c i c i+1 \u51fa\u73fe\u6b21\u6578 / \u6240\u6709\u4eba\u540d\u500b\u6578 P \uf073 (c j |FN CH ) \uff1d \u540d\u7528\u5b57 c j \u51fa\u73fe\u6b21\u6578 / \u6027\u5225\uf073",
"cite_spans": [],
"ref_spans": [],
"eq_spans": [],
"section": "",
"sec_num": null
},
{
"text": "http://zh.wikipedia.org/wiki/\u4e2d\u570b\u59d3\u6c0f\uf99c\u8868 2 http://zh.wikipedia.org/wiki/\u8907\u59d3 3 http://www.ris.gov.tw/ch4/0940531-2.doc 4 http://www.greatchinese.com/surname/surname.htm5 http://pjoke.com/showxing.php",
"cite_spans": [],
"ref_spans": [],
"eq_spans": [],
"section": "",
"sec_num": null
},
{
"text": "http://www.myj7000.jp-biz.net7 http://zh.wikipedia.org/wiki/\u65e5\u6587\u59d3\u540d 8 http://download.wikimedia.org/jawiki/20090124 \u4e2d\u7684 Articles, templates, image descriptions, and primary meta-pages",
"cite_spans": [],
"ref_spans": [],
"eq_spans": [],
"section": "",
"sec_num": null
},
{
"text": "http://godel.iis.sinica.edu.tw/CKIP/20corpus.htm",
"cite_spans": [],
"ref_spans": [],
"eq_spans": [],
"section": "",
"sec_num": null
}
],
"back_matter": [],
"bib_entries": {
"BIBREF0": {
"ref_id": "b0",
"title": "\u4e2d\u6587\u8fad\u5f59\u6b67\u7fa9\u4e4b\u7814\u7a76-\u65b7\u8a5e\u8207\u8a5e\u6027\u6a19\u793a",
"authors": [
{
"first": "\u5f35\u4fca\u76db",
"middle": [],
"last": "\u5f6d\u8f09\u884d",
"suffix": ""
}
],
"year": 1993,
"venue": "\u7b2c\uf9d1\u5c46\u4e2d\u83ef\u6c11\u570b\u8a08 \u7b97\u8a9e\u8a00\u5b78\u7814\u8a0e\u6703\uf941\u6587\u96c6 (ROCLING-6)",
"volume": "",
"issue": "",
"pages": "173--194",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "\u5f6d\u8f09\u884d and \u5f35\u4fca\u76db, \"\u4e2d\u6587\u8fad\u5f59\u6b67\u7fa9\u4e4b\u7814\u7a76-\u65b7\u8a5e\u8207\u8a5e\u6027\u6a19\u793a\", \u7b2c\uf9d1\u5c46\u4e2d\u83ef\u6c11\u570b\u8a08 \u7b97\u8a9e\u8a00\u5b78\u7814\u8a0e\u6703\uf941\u6587\u96c6 (ROCLING-6), 1993, pp. 173-194.",
"links": null
},
"BIBREF1": {
"ref_id": "b1",
"title": "Improved Source-Channel Models for Chinese Word Segmentation",
"authors": [
{
"first": "J",
"middle": [],
"last": "Gao",
"suffix": ""
},
{
"first": "M",
"middle": [],
"last": "Li",
"suffix": ""
},
{
"first": "C",
"middle": [
"N"
],
"last": "Huang",
"suffix": ""
}
],
"year": 2003,
"venue": "Proceedings of the 41 st Annual Meeting on Association for Computational Linguistics (ACL 2003",
"volume": "",
"issue": "",
"pages": "272--279",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "J. Gao, M. Li, and C.N. Huang, \"Improved Source-Channel Models for Chinese Word Segmentation,\" In Proceedings of the 41 st Annual Meeting on Association for Computational Linguistics (ACL 2003), 2003, pp. 272-279.",
"links": null
},
"BIBREF2": {
"ref_id": "b2",
"title": "Word segmentation in sentence analysis",
"authors": [
{
"first": "A",
"middle": [],
"last": "Wu",
"suffix": ""
},
{
"first": "Z",
"middle": [],
"last": "Jiang",
"suffix": ""
}
],
"year": 1998,
"venue": "Proceedings of the 1998 International Conference on Chinese Information Processing",
"volume": "",
"issue": "",
"pages": "169--180",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "A. Wu, and Z. Jiang, \"Word segmentation in sentence analysis,\" In Proceedings of the 1998 International Conference on Chinese Information Processing, 1998 (pp. 169-180).",
"links": null
},
"BIBREF3": {
"ref_id": "b3",
"title": "PAT-tree-based keyword extraction for Chinese information retrieval",
"authors": [
{
"first": "L",
"middle": [
"F"
],
"last": "Chien",
"suffix": ""
}
],
"year": 1997,
"venue": "Proceedings of SIGIR97",
"volume": "",
"issue": "",
"pages": "27--31",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "L.F. Chien, \"PAT-tree-based keyword extraction for Chinese information retrieval,\" In Proceedings of SIGIR97, 1997, pp. 27-31.",
"links": null
},
"BIBREF4": {
"ref_id": "b4",
"title": "A Class-based Language Model Approach to Chinese Named Entity Identification",
"authors": [
{
"first": "J",
"middle": [],
"last": "Sun",
"suffix": ""
},
{
"first": "M",
"middle": [],
"last": "Zhou",
"suffix": ""
},
{
"first": "J",
"middle": [
"F"
],
"last": "Gao",
"suffix": ""
}
],
"year": 2003,
"venue": "International Journal of Computational Linguistics and Chinese Language Processing",
"volume": "8",
"issue": "2",
"pages": "1--28",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "J. Sun, M. Zhou, and J.F. Gao, \"A Class-based Language Model Approach to Chinese Named Entity Identification,\" International Journal of Computational Linguistics and Chinese Language Processing, vol 8, no 2, pp. 1-28, 2003.",
"links": null
},
"BIBREF5": {
"ref_id": "b5",
"title": "Combining machine learning with linguistic heuristics for Chinese word segmentation",
"authors": [
{
"first": "X",
"middle": [],
"last": "Lu",
"suffix": ""
}
],
"year": 2007,
"venue": "Proceedings of the FLAIRS Conference",
"volume": "",
"issue": "",
"pages": "241--246",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "X. Lu, \"Combining machine learning with linguistic heuristics for Chinese word segmentation,\" In Proceedings of the FLAIRS Conference, 2007, pp. 241-246.",
"links": null
},
"BIBREF6": {
"ref_id": "b6",
"title": "An improved chinese word segmentation system with conditional random field",
"authors": [
{
"first": "H",
"middle": [],
"last": "Zhao",
"suffix": ""
},
{
"first": "C",
"middle": [
"N"
],
"last": "Huang",
"suffix": ""
},
{
"first": "M",
"middle": [],
"last": "Li",
"suffix": ""
}
],
"year": 2006,
"venue": "Proceedings of the Fifth SIGHAN Workshop on Chinese Language Processing",
"volume": "",
"issue": "",
"pages": "162--165",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "H. Zhao, C.N. Huang, and M. Li, \"An improved chinese word segmentation system with conditional random field,\" In Proceedings of the Fifth SIGHAN Workshop on Chinese Language Processing, 2006, pp. 162-165.",
"links": null
},
"BIBREF7": {
"ref_id": "b7",
"title": "A dual-layer CRFs based joint decoding method for cascaded segmentation and labeling tasks",
"authors": [
{
"first": "Y",
"middle": [],
"last": "Shi",
"suffix": ""
},
{
"first": "M",
"middle": [],
"last": "Wang",
"suffix": ""
}
],
"year": 2007,
"venue": "Proceedings of International Joint Conference on Artificial Intelligence (IJCAI '07)",
"volume": "",
"issue": "",
"pages": "1707--1712",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "Y. Shi, and M. Wang, \"A dual-layer CRFs based joint decoding method for cascaded segmentation and labeling tasks,\" In Proceedings of International Joint Conference on Artificial Intelligence (IJCAI '07), 2007, pp. 1707-1712.",
"links": null
},
"BIBREF9": {
"ref_id": "b9",
"title": "Description of the NTU System Used for MET2",
"authors": [
{
"first": "H",
"middle": [
"H"
],
"last": "Chen",
"suffix": ""
},
{
"first": "Y",
"middle": [
"W"
],
"last": "Ding",
"suffix": ""
},
{
"first": "S",
"middle": [
"C"
],
"last": "Tsai",
"suffix": ""
},
{
"first": "G",
"middle": [
"W"
],
"last": "Bian",
"suffix": ""
}
],
"year": 1998,
"venue": "Proceedings of 7th Message Understanding Conference",
"volume": "",
"issue": "",
"pages": "",
"other_ids": {},
"num": null,
"urls": [],
"raw_text": "H.H. Chen, Y.W. Ding, S.C. Tsai and G.W. Bian, \"Description of the NTU System Used for MET2,\" In Proceedings of 7th Message Understanding Conference (MUC-7), 1998. Available: http://www.itl.nist.gov/iaui/894.02/related_projects/muc/index.html.",
"links": null
}
},
"ref_entries": {
"FIGREF0": {
"num": null,
"text": "\u7d44\u5408 \u6a5f\uf961\u8a08\u7b97 SN log (P(\u6edd\u6ca2|LN JP )\uf0b4P(\u5149|FN JP )\uf0b4P(\uf070='SN'|S JPname )) = (-7.35) + (-5.15) + (-0.076) = -12.576 SN log (P(\u6edd|LN JP )\uf0b4P(\u6ca2|FN JP )\uf0b4P(\u5149|FN JP )\uf0b4P(\uf070='SN'|S JPname )) = (-10.70) + (-9.40) + (-5.15) + (-0.076) = -25.326\u56db\u3001\uf962\u9ad4\u5b57\u8655\uf9e4 \u9019\u500b\u7ae0\u7bc0\u60f3\u8981\u8a0e\uf941\u7684\u4e3b\u984c\uff0c\u4e3b\u8981\u662f\u5728\u4e09\u7a2e\u60c5\u5f62\u4e2d\u51fa\u73fe\u3002\u4e00\u662f\u4ee5\u4e2d\u6587\u6f22\u5b57\u66f8\u5beb\u7684\u65e5\u6587\u4eba\u540d (\u5982 \"\u6edd\u6ca2\u79c0\u660e\" \u5beb\u505a \"\u7027\u6fa4\u79c0\u660e\")\uff0c\u4e8c\u662f\uf962\u9ad4\u5b57\u5beb\u6cd5\u7684\u540c\u7fa9\u8a5e (\u5982 \"\uf9e8\u9762\" \u548c \"\u88cf \u9762\")\uff0c\u4e09\u662f\u7e41\u9ad4\u4e2d\u6587\u6587\u7ae0\u51fa\u73fe\u7684\u7c21\u9ad4\u5b57 (\u50cf\u662f \"\u4f53\u80b2\u9986\")\u3002\u5f8c\uf978\u8005\u96d6\u7136\u5728\u6587\u7ae0\u4e2d\u51fa\u73fe\u6a5f \uf961\u8f03\u5c11\uff0c\u5c24\u5176\u7b2c\u4e09\u7a2e\u60c5\u5f62\u8981\u5728 UTF-8 \u7de8\u78bc\u7684\u6587\u4ef6\u4e2d\u624d\u6709\u53ef\u80fd\u51fa\u73fe\uff0c\u4f46\u70ba\uf9ba\u56e0\u61c9\u672a\uf92d\u591a \u8a9e\u4e26\u5b58\u7684\u53ef\u80fd\u6027\uff0c\u6b64\u65b9\u5411\u7684\u7814\u7a76\u4ecd\u6709\u5176\u5fc5\u8981\u3002",
"uris": null,
"type_str": "figure"
},
"TABREF3": {
"num": null,
"text": "\u6240\u6709\u4eba\u540d\u540d\u5b57\u5b57\u6578\u7e3d\u548c \u6211\u5011\u63a1\u7528\uf9ba\u6536\uf93f\u7d04\u4e00\u767e\u842c\u500b\u53f0\u7063\u5730\u5340\u7684\u767e\u842c\u4eba\u540d\u8868\uf92d\u7d71\u8a08\u59d3\u6c0f\u8207\u540d\u7684\u6a5f\uf961\uff0c\u5176\u4e2d\u7537\u6027\u59d3 \u540d\u6709 476,269 \u500b\uff0c\uf981\u6027\u59d3\u540d\u6709 503,679 \u500b\u3002\u7531\u65bc\u767e\u842c\u4eba\u540d\u8868\u4e2d\u53ea\u6709 953 \u500b\u59d3\u6c0f\u548c\u56db\u5343\u591a \u500b\u540d\u7528\u5b57\u66fe\u7d93\u51fa\u73fe\uff0c\u5176\u4ed6\u6c92\u6709\u7d71\u8a08\u8cc7\uf9be\u7684\u59d3\u6c0f\u6216\u540d\u7528\u5b57\uff0c\u6211\u5011\u4e5f\u7d66\u4e88\u4e00\u500b\u6975\u5c0f\u7684\u6a5f\uf961 \u503c\uff0c\u4ee5\u514d\u9020\u6210\u59d3\u540d\u751f\u6210\u6a5f\uf961\u70ba 0 \u7684\u60c5\u5f62\u3002\u591a\u7d44\u5be6\u9a57\u5f8c\u7d93\u9a57\u503c\u5efa\u8b70\u70ba 10 -1000 \u3002 |LN CH ) \u5408\u8a08 90%\u7684 64 \u500b\u59d3\u6c0f (\u9673\uf9f4\u2026\u7a0b)\u3001\u6700\u5e38\ufa0a \u7537\u6027\u540d\u7528\u5b57\u51fa\u73fe\u6a5f\uf961 P M (c j |FN CH ) \u5408\u8a08 90%\u7684 467 \u500b\u5b57 (\u6587\u660e\u2026\u701b)\u3001\u6700\u5e38\ufa0a\uf981\u6027\u540d\u7528\u5b57 \u51fa\u73fe\u6a5f\uf961 P F (c j |FN CH ) \u5408\u8a08 90%\u7684 293 \u500b\u5b57 (\u7f8e\u6dd1\u2026\u5409)\uff0c\u518d\u52a0\u4e0a\u6240\u6709\u5df2\u77e5\u8907\u59d3\uf92d\u5224\u65b7\u3002 \u6b64\u5916\u9084\u518d\u52a0\u5165\uf9ba \"\u516c\u5b6b\u6c0f\"\u3001\"\u5f35\u59d3\" \u9019\uf9d0\u59d3\u540d\u7d44\u5408\uff0c\u5373\u59d3\u6c0f\u52a0\u4e0a \"\u59d3\" \u6216 \"\u6c0f\" \u7684\u7d44\u5408\uff0c \u4ee5\uf070 ='p' \uf92d\u8868\u793a\u3002\u4ee5\u4f9d\u7167\u4e0a\uf99c\u898f\u5247\uff0c\u5e73\u8861\u8a9e\uf9be\u5eab\u4e2d 92,314 \u500b\u5c08\u6709\u540d\u8a5e\uff0c\u6709 39,612 \u500b\u88ab \u5224\u65b7\u70ba\u4eba\u540d\uff0c\u5404\u7a2e\u59d3\u540d\u7d44\u5408\u7684\u51fa\u73fe\u983b\uf961\u5982\u8868\u4e09\u6240\u793a\u3002\u9019\u4e9b\u8a5e\u96d6\u7136\u6709\u8aa4\u5224\u6216\uf94e\u5224\u70ba\u4eba\u540d\u7684 \u53ef\u80fd\u6027\uff0c\u4f46\u671f\u5f85\u7531\u5927\uf97e\u8cc7\uf9be\u7d71\u8a08\u6240\u5f97\u4e4b\uf969\u503c\u4ecd\u6709\u5176\u6e96\u78ba\u6027\u3002\u672c\u8cc7\uf9be\u9664\uf9ba\u7528\u4ee5\u7522\u751f\u59d3\u540d\u7d44 \u5408\u6a5f\uf961\u5916\uff0c\u4e5f\u6703\u7528\uf92d\u8a08\u7b97\u4e2d\u6587\u4eba\u540d\uf9d0\u5225S \u5f35|LN CH )\uf0b4P F (\u5fb7|FN CH )\uf0b4P F (\u57f9|FN CH )\uf0b4P(\uf070='snn'|S \u5f35|LN CH )\uf0b4P(\u5fb7|LN CH )\uf0b4P M (\u57f9|FN CH )\uf0b4P(\uf070='ssn'|S \u6708 24 \u65e5\u7684\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u5b8c\u6574\u7248 8 \uff0c\uf9dd\u7528\u524d\u8ff0\u683c\u5f0f\uff0c\u64f7\u53d6\uf9ba 65,778 \u7b46\uf967\u91cd \u8907\u4e26\u4e14\u65b7\u597d\u59d3\u540d\u7684\u65e5\u6587\u4eba\u540d\u7d44\u5408\uff0c\u5305\u542b 12,907 \u500b\u59d3\u6c0f\u4ee5\u53ca 2,320 \u500b\uf967\u540c\u7684\u540d\u7528\u5b57\u3002\u8868\uf9d1 \uf99c\u51fa 2,302 \u500b\u540d\u7528\u5b57\u7684\u7d71\u8a08\uf969\u64da\uff0c\u7b2c\u4e09\uf91d\u5c31\u662f\u59d3\u540d\u751f\u6210\u6a5f\uf961\u4e2d\u540d\u7528\u5b57\u6a5f\uf961P(c j |FN JP )\u3002",
"type_str": "table",
"html": null,
"content": "<table><tr><td>\u8868\u56db\u3001\u65e5\u6587\u4eba\u540d\u59d3\u540d\u7d44\u5408 \u70ba\uf9ba\u8490\u96c6\u65e5\u672c\u59d3\u6c0f\uff0c\u6211\u5011\u62dc\u8a2a\uf9ba\u4e00\u500b\u65e5\u6587\u7db2\u7ad9\u300c\u65e5\u672c\u306e\u82d7\u5b57\u4e03\u5343\u5091\u300d 6 \u3002\u6b64\u7db2\u7ad9\u6536\u96c6\uf9ba \u8490\u96c6\u81ea\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u7684 12,907 \u500b\u59d3\u6c0f\u4e2d\uff0c\u6709\uf967\u5c11\u4e26\u672a\u6536\uf93f\u5728\u300c\u65e5\u672c\u306e\u82d7\u5b57\u4e03\u5343\u5091\u300d\u7db2</td></tr><tr><td>\u59d3\u540d\u7d44\u5408 \u53ea\u6709\u59d3 \u53ea\u6709\u540d \u59d3+\u540d 8,603 \u500b\u65e5\u6587\u59d3\u6c0f\uff0c\u4e26\u4e14\u9644\u6709\u5404\u59d3\u6c0f\u7d04\uf976\u4eba\u53e3\u7d71\u8a08\uff0c\u7d71\u8a08\uf92d\u6e90\u662f\u65e5\u672c\u5168\u570b\u7684NTT\u96fb\u8a71\u7c3f \u7ad9\u4e2d\u3002\u6211\u5011\u5c07\u9019\uf978\u8005\u5408\u4f75\uff0c\u505a\u70ba\u65e5\u6587\u4eba\u540d\u5224\u65b7\u7684\u59d3\u6c0f\uf99c\u8868\uff0c\u5408\u4f75\u5f8c\u5f97 15,702 \u500b\u59d3\u6c0f\u3002</td></tr><tr><td>\u7bc4\uf9b5 \u6f22\u5b57\u8a18\u8f09\uff0c\u7e3d\u5171\u5305\u542b\uf9ba\u7d04 1.17 \u5104\u4eba\u53e3\u7684\u7d71\u8a08\u8cc7\uf9be\u3002\u96d6\u7136\u300c\u65e5\u672c\u306e\u82d7\u5b57\u4e03\u5343\u5091\u300d\u63d0\u4f9b\uf9ba \u6728\u6751 \uf9e4\u60e0 \u4f0a\u85e4\u7531\uf90c \u8a08\u7b97\u6a5f\uf961\u6642\uff0c\u63a1\u7528\u300c\u65e5\u672c\u306e\u82d7\u5b57\u4e03\u5343\u5091\u300d\u6240\u63d0\u4f9b\u7684\u4eba\u53e3\uf969\u3002\u672a\u51fa\u73fe\u5728\u300c\u65e5\u672c\u306e\u82d7\u5b57\u4e03\u5343</td></tr><tr><td>\u9577\u8c37\u5ddd \u4eba\u53e3\u7d71\u8a08\u8cc7\uf9be\uff0c\u6b63\u597d\u7d66\u6211\u5011\u8a08\u7b97\u5404\u59d3\u6c0f\u7684\u6a5f\uf961\u503c\u3002\u7136\u800c\u4e2d\u6587\u7dad\u57fa\u767e\u79d1\u7684\u300c\u65e5\u6587\u59d3\u540d\u300d\u8a5e \u65b0\u4e00 \u9ad8\u6a4b\uf9cd\u7f8e\u5b50 \u5091\u300d\u4e2d\u7684\u59d3\u6c0f\uff0c\u983b\uf961\u5247\u662f\u63a1\u7528\u5176\u5728\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u8a5e\u689d\u4e2d\u51fa\u73fe\u7684\u6b21\uf969\u3002\u6700\u5f8c\u65e5\u6587\u59d3\u6c0f\u7d71\u8a08</td></tr><tr><td>CHname \u7684\uf9d0\u5225bigram\u6a5f\uf961\u3002 \u8868\u4e09\u3001\u4e2d\u6587\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u8868 \u6a5f\uf961\u503c \u59d3\u540d\u7d44\u5408\u6a5f\uf961 \u689d 7 \u4e2d\u63d0\u5230\uff0c\u65e5\u6587\u59d3\u6c0f\uf969\uf97e\u9ad8\u9054 14 \u842c\u500b\u4e4b\u591a\uff0c\u800c\u300c\u65e5\u672c\u306e\u82d7\u5b57\u4e03\u5343\u5091\u300d\u53ea\u63d0\u4f9b\uf9ba 8,603 \u59d3\u540d\u7d44\u5408\u6a5f\uf961 \uf969\uf97e \uf969\uf97e \u6a5f\uf961\u503c \u503c\u5982\u8868\u4e03\u6240\uf99c\uff0c\u5176\u4e2d\u7b2c\u4e09\uf91d\u5c31\u662f\u59d3\u540d\u751f\u6210\u6a5f\uf961\u4e2d\u7684\u59d3\u6c0f\u6a5f\uf961\u3002\u8acb\u6ce8\u610f\u5728\u9019\u500b\uf99c\u8868\u4e2d\uff0c\"\u4f50 \u501f\u7528\u4e2d\u6587\u4eba\u540d\u5224\u65b7\u7684\u7d93\u9a57\uff0c\u8981\u5224\u65b7\u65e5\u6587\u4eba\u540d\u6642\uff0c\u4e5f\u9700\u8981\u4e00\u500b\u65e5\u6587\u59d3\u6c0f\uf99c\u8868\uff0c\u9084\u9700\u8981\u4e00\u500b \u500b\u59d3\u6c0f\u7684\u8cc7\uf9be\uff0c\uf969\uf97e\u660e\u986f\uf967\u8db3\u3002\u6b64\u5916\uff0c \u300c\u65e5\u672c\u306e\u82d7\u5b57\u4e03\u5343\u5091\u300d\uf9e8\u53ea\u6709\u59d3\u6c0f\u7d71\u8a08\uff0c\u4e5f\u6c92\u6709 \u85e4\" \u5230 \"\u9ad8\u4e95\uf97c\" \u9019\u5e7e\u500b\u59d3\u6c0f\uf92d\u81ea\u7db2\u7ad9\uff0c\"\u6589\u85e4\" \u4e4b\u5f8c\u7684\u59d3\u6c0f\u5247\u662f\u8490\u96c6\u81ea\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u3002 \u5927\uf97e\u7684\u4eba\u540d\uf99c\u8868\uff0c\uf92d\u7d71\u8a08\u5404\u59d3\u6c0f\u53ca\u540d\u7528\u5b57\u7684\u51fa\u73fe\u6a5f\uf961\u3002\u6700\u5f8c\u8981\u518d\u7d71\u8a08\u4e2d\u6587\u6587\u7ae0\u4e2d\uff0c\u5404\u65e5 \u6587\u59d3\u540d\u7d44\u5408\u7684\u6a5f\uf961\uff0c\u4ee5\u53ca\u65e5\u6587\u4eba\u540d\uf9d0\u5225 S JPname \u7684\uf9d0\u5225\u6a5f\uf961\u3002\u540c\u6a23\u5730\uff0c\u4e00\u500b\u4e2d\u6587\u5b57\uf905\u662f\u65e5 \u540d\u7528\u5b57\u7684\u8cc7\u8a0a\u3002\u6211\u5011\u9084\u5f97\u53e6\u8993\u8cc7\uf9be\u624d\ufa08\u3002 \u63a5\u8457\u8981\u4f30\u7b97\u65e5\u6587\u4eba\u540d\u5404\u7a2e\u59d3\u540d\u7d44\u5408\u7684\u6a5f\uf961\u503cP G (\uf070 | S JPname )\u3002\u540c\u6a23\u5730\uff0c\u6211\u5011\u7528\u898f\u5247\u53bb</td></tr><tr><td>\u63a5\u8457\u4f30\u7b97\u59d3\u540d\u7d44\u5408\u6a5f\uf961 P G (\uf070 | S CHname )\u3002\u7531\u65bc\u6211\u5011\u5e0c\u671b\u5f97\u5230\u7684\u662f\u5404\u7a2e\u59d3\u540d\u7d44\u5408\u5728\u4e2d \u6587\u6587\u7ae0\u4e2d\u51fa\u73fe\u7684\u6a5f\uf961\uff0c\u56e0\u6b64\u8207\u767e\u842c\u4eba\u540d\u8868\u4e2d\u59d3\u540d\u7d44\u5408\u5206\u4f48\u60c5\u5f62\uf967\u76e1\u76f8\u540c\u3002\u6587\u7ae0\u4e2d\u5e38\u51fa\u73fe \u59d3\u6c0f\u52a0\u4e0a\u8077\u7a31\u7684\u60c5\u5f62\uff0c\uf9b5\u5982 \"\uf9f4 \uf934\u5e2b\"\u3001\"\u8af8\u845b \u5148\u751f\"\u3002\u5728\u5c0f\uf96f\u3001\u66f8\u4fe1\u6216\u662f\u8a71\u8a9e\u4e2d\uff0c\u4e5f \u5e38\u51fa\u73fe\u50c5\u6709\u540d\u5b57\u6c92\u6709\u59d3\u6c0f\u3001\u8f03\u89aa\u5bc6\u7684\u7a31\u547c\u3002\u9019\u4e9b\u73fe\u8c61\u4e26\u7121\u6cd5\u7531\u50c5\u662f\u4eba\u540d\uf99c\u8868\u7684\u767e\u842c\u4eba\u540d \u8868\u89c0\u5bdf\u800c\u5f97\uff0c\u6240\u4ee5\u9700\u8981\u6e96\u5099\u4e00\u4efd\u771f\u5be6\u6587\u7ae0\u4e2d\u4eba\u540d\u51fa\u73fe\u60c5\u5f62\u7684\u5927\uf97e\u8a13\uf996\u8a9e\uf9be\u3002 \u4eba\u540d\u5728\u4e2d\u7814\u9662\u5e73\u8861\u8a9e\uf9be\u5eab\u4e2d\u5c6c\u65bc\u5c08\u6709\u540d\u8a5e (\u8a5e\u6027 Nb)\u3002\u6211\u5011\u65bc\u662f\u4ee5\u5e73\u8861\u8a9e\uf9be\u5eab\u4e2d\u6240 \u6709\u7b26\u5408\u524d\u8ff0\u4e2d\u6587\u4eba\u540d\u7d44\u5408\u898f\u5247\u7684\u5c08\u6709\u540d\u8a5e\u8996\u70ba\u4e2d\u6587\u4eba\u540d\u3002\u9019\u4e9b\u4eba\u540d\u662f\u5728\u771f\u5be6\u6587\u7ae0\u4e2d\u51fa\u73fe \u7684\uff0c\u7b26\u5408\u6211\u5011\u7684\u9700\u6c42\u3002\u4f46\u662f\u56e0\u70ba\u4e2d\u6587\u59d3\u6c0f\u592a\u591a\uff0c\u5bb9\uf9e0\u5c07\u56db\u500b\u5b57\u4ee5\u5167\u7684\u5c08\u6709\u540d\u8a5e\u90fd\u5224\u65b7\u70ba \u4eba\u540d\uff0c\u50cf \"\u4e2d\" \u4e5f\u662f\u4e00\u500b\u59d3\u6c0f\uff0c\"\u4e2d\u8208\u865f\" \u9019\u500b\u5ba2\u904b\u540d\u7a31\u5c31\u6703\u88ab\u8aa4\u5224\u70ba\u4eba\u540d\u3002\u70ba\uf9ba\u907f\u514d \u8aa4\u5224\uff0c\u53c8\u5e0c\u671b\u80fd\u627e\u51fa\u5927\u90e8\u4efd\u7684\u4eba\u540d\uff0c\u6211\u5011\u65bc\u662f\u53ea\u63a1\u7528\u5e38\ufa0a\u7684\u59d3\u6c0f\u548c\u540d\u7528\u5b57\uf92d\u6bd4\u5c0d\u3002\u9019\uf9e8 \u63a1\u7528\u7684\u662f\u6700\u5e38\ufa0a\u55ae\u59d3\u4e2d\u51fa\u73fe\u6a5f\uf961 P(c i \u5224\u65b7\u898f\u5247\u8207\u512a\u5148\u9806\u5e8f\u5982\u4e0b\uff0c\u6bcf\u500b\u59d3\u540d\u53ea\u6703\u88ab\u5224\u65b7\u6210\u4e00\u7a2e\u7d44\u5408\uff1a \u55ae\u5b57\u8a5e\uff1a\u55ae\u59d3 &gt; \u55ae\u540d &gt; \u975e\u4e2d\u6587\u4eba\u540d \u96d9\u5b57\u8a5e\uff1a\u8907\u59d3 &gt; \u55ae\u59d3+\u55ae\u540d &gt; \u96d9\u540d &gt; \u975e\u4e2d\u6587\u4eba\u540d \u4e09\u5b57\u8a5e\uff1a\u8907\u59d3+\u55ae\u540d &gt; \u55ae\u59d3+\u96d9\u540d &gt; \u96d9\u59d3+\u55ae\u540d &gt; \u975e\u4e2d\u6587\u4eba\u540d \u56db\u5b57\u8a5e\uff1a\u8907\u59d3+\u96d9\u540d &gt; \u96d9\u59d3+\u96d9\u540d &gt; \u975e\u4e2d\u6587\u4eba\u540d \u4e94\u5b57\u8a5e\uff1a\u975e\u4e2d\u6587\u4eba\u540d P(\uf070='s'|S CHname ) 5,431 13.71% P(\uf070='ddn'|S CHname ) 126 \u6587\u4eba\u540d\u7684\u6a5f\uf961\u5b9a\u7fa9\u70ba\uff1a \u6211\u5011\u65bc\u662f\u6c7a\u5b9a\u8490\u96c6\u65e5\u6587\u7dad\u57fa\u767e\u79d1\uf9e8\u6240\u6709\u7684\u4eba\u540d\u8a5e\u689d\u3002\u5728\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u4e2d\uff0c\u6210\u70ba\u8a5e\u689d \u6bd4\u5c0d\u4e2d\u7814\u9662\u5e73\u8861\u8a9e\uf9be\u5eab\u4e2d\u6240\u6709\u672a\u88ab\u5224\u65b7\u70ba\u4e2d\u6587\u4eba\u540d\u7684\u5c08\u6709\u540d\u8a5e\u3002\u56e0\u70ba\u4e2d\u7814\u9662\u5e73\u8861\u8a9e\uf9be\u5eab 0.32% P(\uf070='n'|S CHname ) 815 2.06% P(\uf070='snn'|S CHname ) 19,454 49.11% P(\uf070='p'|S CHname ) 487 1.23% P(\uf070='ssn'|S CHname ) 58 0.15% P(\uf070='dd'|S CHname ) 46 0.12% P(\uf070='ddnn'|S CHname ) 24 0.06% P(\uf070='sn'|S CHname ) 2,845 7.18% P(\uf070='ssnn'|S CHname ) 61 0.15% P(\uf070='nn'|S CHname ) 10,265 25.91% \u7e3d\u5171 39,612 ) = (-1.26) + (-1.87) + (-2.74) + (-0.31) = -6.18 snn \uf981 log (P(CHname )) = (-1.26) + (-2.89) + (-3.27) + (-0.31) = -7.73 ssn \u7537 log (P(CHname )) = (-1.26) + (-6.02) + (-2.74) + (-2.82) = -12.84 ssn \uf981 log (P(\u5f35|LN CHname )) = (-1.26) + (-6.02) + (-3.27) + (-2.82) = -13.37 (\u4e8c) \u65e5\u6587\u4eba\u540d\u8655\uf9e4 \u4e2d\u6587\u6587\u7ae0\u66f8\u5beb\u65e5\u6587\u4eba\u540d\u6642\uff0c\u6703\u6709\uf978\u7a2e\u60c5\u5f62\u3002\u4ee5\u5f80\u5728 BIG5 \u7de8\u78bc\u7684\u74b0\u5883\u4e0b\uff0c\u8981\u66f8\u5beb\u4e00\u500b\u65e5 \u672c\u4eba\u540d\uff0c\u90fd\u6703\u5c07\u4eba\u540d\u4e2d\u7684\u6f22\u5b57\u5c0d\u61c9\u56de\u4e2d\u6587\u6f22\u5b57\u3002\u8209\uf9b5\uf92d\uf96f\uff0c\u8981\u5728\u4e2d\u6587\u6587\u7ae0\u4e2d\u63d0\u5230\u65e5\u672c\u85dd \u4eba \"\u6edd\u6ca2\u79c0\u660e\"\uff0c\u5c31\u6703\u628a\u4ed6\u7684\u540d\u5b57\u6539\u5beb\u70ba \"\u7027\u6fa4\u79c0\u660e\"\u3002\u7136\u800c\u73fe\u5728\u5df2\u6709\uf967\u5c11\u6587\u4ef6\u63a1\u7528 Unicode \u7de8\u78bc\uff0c\u9019\u4f7f\u5f97\u65e5\u6587\u6f22\u5b57\u53ef\u4ee5\u548c\u7e41\u9ad4\u4e2d\u6587\u5b57\u540c\u6642\u4e26\u5b58\u5728\u4e00\u7bc7\u6587\u7ae0\u4e2d\u3002\u672c\u65b7\u8a5e\u7cfb\u7d71 \u5c31\u5e0c\u671b\uf978\u7a2e\u66f8\u5beb\u65b9\u5f0f\u7684\u65e5\u6587\u4eba\u540d\u90fd\u80fd\u88ab\u627e\u5230\u6210\u70ba\u5019\u9078\u8a5e\u3002 \u65e5\u6587\u59d3\u540d\u8207\u4e2d\u6587\u59d3\u540d\u7684\u7d44\u6210\uf9d0\u4f3c\uff0c\u90fd\u662f\u4f7f\u7528\u59d3\u8207\u540d\u7684\u7d44\u5408\uff0c\uf967\u540c\u4e4b\u8655\u70ba\u65e5\u6587\u59d3\u6c0f\u9577 \ufa01\u53ef\u70ba\u4e00\u5230\u4e09\u500b\u6f22\u5b57\uff0c\u540d\u7684\u90e8\u4efd\u4e5f\u662f\u4e00\u5230\u4e09\u500b\u6f22\u5b57\uff0c\u751a\u81f3\u53ef\u4ee5\u662f\u9577\ufa01\uf967\u5b9a\u7684\u5e73\u5047\u6216\u7247\u5047 \u540d\u3002\u7531\u65bc\u672c\uf941\u6587\u8457\u91cd\u5728\u6f22\u5b57\u5beb\u6cd5\u7684\u65e5\u6587\u4eba\u540d\u8655\uf9e4\uff0c\u542b\u6709\u5047\u540d\u7684\u4eba\u540d\u5c31\u66ab\uf967\u8003\u616e\u3002 \u56e0\u70ba\u65e5\u6587\u59d3\u540d\u7684\u540d\u5b57\u90e8\u4efd\u9577\ufa01\uf967\u56fa\u5b9a\uff0c\u800c\u4e14\u8207\u5be6\u969b\uf95a\u97f3\u7684\u97f3\u7bc0\uf969\u8f03\u6709\u95dc\u4fc2\u3002\u5728\u7f3a\u4e4f \u65e5\u6587\u4eba\u540d\u76f8\u95dc\u8cc7\uf9be\u7684\u60c5\u5f62\u4e0b\uff0c\u540d\u7684\u90e8\u4efd\u5c31\uf967\u5206\u6f22\u5b57\u500b\uf969\u3002\u5df2\u77e5\u65e5\u672c\u4eba\u540d\u4e2d\uf967\u6703\u6709\u96d9\u59d3\u7684 \u60c5\u5f62\uff0c\u56e0\u6b64\u59d3\u540d\u7d44\u5408\u53ea\u6709\u4e09\u7a2e\u60c5\u5f62\uff1a\u53ea\u6709\u59d3\u3001\u53ea\u6709\u540d\u3001\u59d3+\u540d\uff0c\u5982\u8868\u56db\u6240\uf99c\u3002 ) | ( ) | ( max ) | ( JPname G G JPname G S P w P S w P \uf070 \uf070 \uf03d \u7684\u65e5\u6587\u4eba\u540d\uff0c\u90fd\u6703\u5728\u672c\u6587\u4e2d\u4ee5\u7c97\u9ad4\u5448\u73fe\uff0c\u4e26\u4e14\u6703\u4ee5\u7a7a\u683c\u65b7\u958b\u59d3\u548c\u540d\u3002\u5716\u4e00\u7684\u300c\u9ad8\u6a4b\uf9cd\u7f8e \uf9e8\u65e5\u6587\u4eba\u540d\u6703\u4ee5\u7e41\u9ad4\u4e2d\u6587\u6f22\u5b57\uf92d\u66f8\u5beb\uff0c\u5224\u65b7\u4e4b\u524d\u59d3\u6c0f\uf99c\u8868\u548c\u5e38\u7528\u540d\u7528\u5b57\uf99c\u8868\u90fd\u5fc5\u9808\u5148\u8f49 ( \u516c\u5f0f 5) \u5b50\u300d\u8a5e\u689d\uf965\u662f\u4e00\u500b\uf9b5\u5b50\u3002\u672c\u6587\u4e2d \"\u9ad8\u6a4b\uf9cd\u7f8e\u5b50\" \u7b2c\u4e00\u6b21\u51fa\u73fe\u6642\uff0c\u662f\u7c97\u9ad4\u5b57\u3001\u59d3\u540d\u9593\u4ee5\u7a7a \u63db\u6210\u4e2d\u6587\u6f22\u5b57\u3002\u7b2c\u56db\u3001(\u4e8c)\u7bc0\u6703\u4ecb\u7d39\u8f49\u63db\u6210\u4e2d\u6587\u6f22\u5b57\u7684\u505a\u6cd5\u3002 \uf070 \u683c\u65b7\u958b\u7684\u3002\uf9dd\u7528\u9019\u7a2e\u660e\u78ba\u7684\u683c\u5f0f\uff0c\u6211\u5011\u53ef\u4ee5\u5f88\u5feb\u5730\u8490\u96c6\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u4e2d\u51fa\u73fe\u7684\u65e5\u6587\u4eba\u540d\u3002 \u6bd4\u5c0d\u6642\uff0c\u63a1\u7528\u59d3\u6c0f\uf99c\u8868\uf9e8\u6240\u6709\u7684\u59d3\u6c0f\uff0c\u4ee5\u53ca\u8868\uf9d1\u4e2d\uf94f\u7a4d\u6bd4\uf9b5\u5728 90%\u4ee5\u5167\u7684 437 \u500b\u540d \u516c\u5f0f\u4e2d\u5404\u7b26\u865f\u7684\u5b9a\u7fa9\uff0c\u8acb\uf96b\ufa0a\u516c\u5f0f 4\u3002\u4f46\uf967\u540c\u7684\u662f\uff0c\u56e0\u70ba\u6211\u5011\u7121\u6cd5\u5f97\u5230\u5920\u5927\uf97e\u3001\u5df2\u77e5\u6027 \uf967\u904e\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u4e2d\u4e5f\u6703\u51fa\u73fe\u53f0\u7063\u6216\u662f\u4e2d\u570b\u7684\u540d\u4eba\uff0c\u50cf\u662f\u738b\u5efa\u6c11\u3001\u66fe\u570b\u85e9\u7b49\u3002\u70ba\u904e \u7528\u5b57 (\u5b50\u4e00\u2026\u745e)\uf92d\u5224\u65b7\u3002\u5224\u65b7\u6642\uff0c\u7d44\u5408\u512a\u5148\u9806\u5e8f\u70ba \u59d3+\u540d &gt; \u53ea\u6709\u59d3 &gt; \u53ea\u6709\u540d\uff0c\u6bcf\u500b \u5225\u7684\u65e5\u6587\u4eba\u540d\u8a13\uf996\u8a9e\uf9be\uff0c\u56e0\u6b64\u65e5\u6587\u59d3\u540d\u751f\u6210\u6a5f\uf961\u66ab\uf967\u8003\u616e\u6027\u5225\u3002\u8868\u4e94\uf99c\u51fa\uf9ba\u5404\u7a2e\u59d3\u540d\u7d44 \uf984\u6389\u4e2d\u6587\u4eba\u540d\uff0c\u51e1\u662f\u540d\u5728\uf978\u500b\u5b57\u4ee5\u5167\uff0c\u59d3\u6c0f\u662f\u5df2\u77e5\u4e2d\u6587\u59d3\u6c0f\u7684\uff0c\u5168\u90e8\u522a\u53bb\uf967\u7528\u3002\u6211\u5011\u4e0b \u59d3\u540d\u53ea\u6703\u88ab\u5224\u65b7\u6210\u4e00\u7a2e\u7d44\u5408\u3002\u4f9d\u7167\u4e0a\u8ff0\u898f\u5247\uff0c\u5e73\u8861\u8a9e\uf9be\u5eab\u4e2d 92,314 \u500b\u5c08\u6709\u540d\u8a5e\u4e2d\u6709 4,849 \u5408\u6a5f\uf961\u53ca\u5176\u59d3\u540d\u751f\u6210\u6a5f\uf961\u7684\u5b9a\u7fa9\uff0c\u5176\u4e2dm\u548cn\u90fd\u662f 1 \u5230 3 \u4e4b\u9593\u7684\u6574\uf969\u3002\u800c\u59d3\u540d\u7d44\u5408\u4e2d\uff0c'S' \u8868\u793a\u59d3\u6c0f\u51fa\u73fe\uff0c'N' \u8868\u793a\u540d\u5b57\u51fa\u73fe\u3002\u9019\uf9e8\u540c\u6a23\u5730\u5047\u8a2d\u53d6\u540d\u6642\u59d3\u6c0f\u8207\u540d\u7528\u5b57\u7121\u95dc\uff0c\u540d\u7684\u90e8 \u4efd\u5404\u5b57\u4e4b\u9593\u4e5f\u7368\uf9f7\uff0c\u4e5f\u8acb\u6ce8\u610f\u540d\u7528\u5b57\u6a5f\uf961\uf967\u5206\u6027\u5225\u3002 \u8868\u4e94\u3001\u5404\u7a2e\u65e5\u6587\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u7b97\u6cd5 \u59d3\u540d\u7d44\u5408 \u59d3\u540d\u751f\u6210\u6a5f\uf961 P(w|\uf070) \u59d3\u540d\u7d44\u5408\u6a5f\uf961 \u53ea\u6709\u59d3 \u500b\u88ab\u5224\u65b7\u70ba\u65e5\u672c\u4eba\u540d\u3002\u9019\u4e9b\u8a5e\u6703\u7528\uf92d\u8a08\u7b97\u5404\u7a2e\u59d3\u540d\u7d44\u5408\u6a5f\uf961 (\u5982\u8868\u516b\u6240\uf99c)\uff0c\u4e5f\u6703\u7528\uf92d \u8a08\u7b97\u65e5\u6587\u4eba\u540d\uf9d0\u5225S JPname \u7684\uf9d0\u5225\u6a5f\uf961\u3002\u7136\u800c\u5728\u5be6\u4f5c\u7d93\u9a57\u4e0a\uff0c\"\u53ea\u6709\u540d\" \u7684\u9019\u500b\u7d44\u5408\u6703\u63d0\u51fa \u5f88\u591a\u5947\u5947\u602a\u602a\u7684\u5019\u9078\u8a5e\uff0c\u5927\u5927\u5f71\u97ff\u65b7\u8a5e\u6548\u679c\u3002\u56e0\u6b64\u6211\u5011\uf967\u518d\u63a1\u7528\u53ea\u6709\u540d\u7684\u59d3\u540d\u7d44\u5408\u3002 \u8868\u516b\u3001\u65e5\u6587\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u8868 \u8f09\uf9ba 2009 \uf98e 1 \u8868\uf9d1\u3001\u65e5\u6587\u4eba\u540d\u540d\u7528\u5b57\u7d71\u8a08 \u540d\u7528\u5b57 \u6b21\uf969 P(c j |FN JP ) \uf94f\u7a4d\u6bd4 \u540d\u7528\u5b57 \u6b21\uf969 P(c j |FN JP ) \uf94f\u7a4d\u6bd4 \u5b50 4,821 3.60% 3.60% \u4ea8 46 0.03% 89.99% \u4e00 3,358 2.50% 6.10% \u745e 46 0.03% 90.03% \u7f8e 2,230 1.66% 10.18% \u8912 1 0.00% 99.99% \u6b63 1,741 1.30% 11.48% \u7114 1 0.00% 100.00% \u2026 \u2026 \u2026 \u2026 \u5171 2,320 \u7a2e\uff0c\u5171 134,055 \u6b21 \u8868\u4e03\u3001\u65e5\u672c\u59d3\u6c0f\u7d71\u8a08 \u59d3\u6c0f \u51fa\u73fe\u6b21\uf969 \u6240\u4f54\u6bd4\uf9b5 P(c 1\u2026 c m |LN JP ) \u59d3\u6c0f \u51fa\u73fe\u6b21\uf969 \u6240\u4f54\u6bd4\uf9b5 P(c 1\u2026 c m |LN JP ) \u4f50\u85e4 1928000 1.65% \u9ad8\u4e95\uf97c 760 6.49\uf0b410 -6 \uf9b1\u6728 1707000 1.46% \u6589\u85e4 111 9.47\uf0b410 -7 \u9ad8\u6a4b 1416000 1.21% \u4e09\u904a\u4ead 106 9.05\uf0b410 -7 \u7530\u4e2d 1336000 1.14% \u2026 \u2026 \u2026 \u6e21\u8fba 1135000 0.97% \u57ce\u571f 1 8.54\uf0b410 -9 \u4f0a\u85e4 1080000 0.92% \u99d2\u5c3e 1 8.54\uf0b410 -9 \u2026 \u2026 \u2026 \u7e3d\u5171 15,702 \u7a2e\u59d3\u6c0f\uff0c117,156,792 \u6b21 \u59d3\u540d\u7d44\u5408\u6a5f\uf961 \uf969\uf97e \u6a5f\uf961\u503c P(\uf070='S'|S JPname ) 718 14.90% P(\uf070='N'|S JPname ) 1,120 23.24% P(\uf070='SN'|S JPname ) 3,011 62.48% P(c \u5716\u4e00\u3001\u65e5\u6587\u7dad\u57fa\u767e\u79d1\u4eba\u540d\u8a5e\u689d\u7bc4\uf9b5\u300c\u9ad8\u6a4b\uf9cd\u7f8e\u5b50\u300d \u90ce 3,237 2.41% 8.52% \u2026 \u2026 \u2026 \u2026 \u7e3d\u5171 4,849</td></tr></table>"
},
"TABREF5": {
"num": null,
"text": "\u7b2c\u4e8c\u500b\u5be6\u9a57\u7684\u6e2c\u8a66\u96c6\u70ba\u771f\u5be6\u7684\u7c21\u9ad4\u6587\u7ae0\uff0c\u6211\u5011\u4f7f\u7528 SIGHAN 1 st Peking University Test Set \u505a\u65b7\u8a5e\u5be6\u9a57\uff0c\u5171 380 \ufa08\uf906\u5b50\u3002\u6211\u5011\u6c92\u6709\u7528\u5b83\u7684 training set \uf92d\u8a13\uf996\u7cfb\u7d71\uff0c\u800c\u76f4\u63a5\u4f7f\u7528\u7cfb\u7d71 Sys5a\uff0c\u4ee5\u53ca\u5e73\u8861\u8a9e\uf9be\u5eab\u7684\u5df2\u77e5\u8a5e\uf99c\u8868\uf92d\u9032\ufa08\u65b7\u8a5e\u5be6\u9a57\u3002\u5be6\u9a57\u7d50\u679c\uff0cprecision \u53ea\u6709 86.56%\uff0crecall \u4e5f\u53ea\u6709 81.47%\uff0cF-measure \u503c\u70ba 83.",
"type_str": "table",
"html": null,
"content": "<table><tr><td>\u8868\u4e5d\u3001\u6e2c\u8a66\u96c6\uf906\u5b50\u8cc7\uf9be \u8868\u5341\u4e09\u3001\u65e5\u6587\u4eba\u540d\u6b63\u78ba\u6210\u8a5e\u5be6\u9a57\u7d50\u679c (\u4e09) \u4e2d\u65e5\u6587\u4eba\u540d\u8655\uf9e4\u5be6\u9a57 \u8868\u5341\u4e94\u3001\u591a\u5c0d\u4e00\u7c21\u9ad4\u8a5e\u6a5f\uf961\u8a2d\u5b9a\u5be6\u9a57\u7d50\u679c</td></tr><tr><td>\u6a94\u6848\u7de8\u865f 000~065 066~129 130~183 184~244 245~315 \uf09f Sys3b\uff1a\u4e2d\u6587\u4eba\u540d\uf9d0\u5225\u6a5f\uf961\u3001\u6709\u96d9\u540d\u7d44\u5408\u3001\u7121\u59d3\u540d\u7d44\u5408\u6a5f\uf961 \u6e2c\u8a66\u96c6 \u5167\u542b\u6a94\u6848 \uf906\u5b50\u7e3d\uf969 \u5df2\u77e5\u8a5e ASBCset0 66 148,575 146,477 ASBCset1 64 149,713 146,275 ASBCset2 54 148,870 146,634 ASBCset3 61 148,012 146,024 ASBCset4 71 148,548 146,004 \u7b2c\u4e8c\u90e8\u4efd\u89c0\u5bdf\u5247\u662f\u5c07\u65b7\u8a5e\u7cfb\u7d71\u5c0d\u6bcf\u500b\u5019\u9078\u8a5e\u6240\u731c\u6e2c\u7684\uf9d0\u5225\u8f38\u51fa\uff0c\u770b\u770b\u7cfb\u7d71\u8a8d\u70ba\u662f\u65e5\u6587\u4eba \u672a\u77e5\u8a5e 15675 15877 15518 16128 16148 \u5be6\u9a57 \u65e5\u6587\u4eba\u540d\u6b63\u78ba\u6210\u8a5e\uf969\uf97e \u6b63\u78ba\uf961 \u5be6\u9a57 R P F BI \u52a0\u5165\u4e2d\u6587\u4eba\u540d\u5224\u65b7\u898f\u5247\u5f8c\uff0c\u6a5f\uf961\u8a08\u7b97\u6642\u63a1\u7528\u4e2d\u6587\u4eba\u540d\uf9d0\u5225\u6a5f\uf961\u3002\u672c\uf941\u6587\u548c Chen et al.[10] Sys3c 154 17.87% Sys5a 96.11 93.53 94.80 97.33 \uf967\u540c\u7684\u5730\u65b9\u662f\uff0c\u6211\u5011\u591a\u52a0\u5165\uf9ba\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u7684\u6982\uf9a3\uff0c\u4e5f\u5141\u8a31\u672a\u63d0\u53ca\u59d3\u7684\u96d9\u540d\u7d44\u5408\u51fa\u73fe\u3002 Sys4b 717 83.18% Sys5b 95.95 93.16 94.54 97.21 \u4ee5\u4e0b\u5206\u5225\u8a2d\u8a08\u5be6\u9a57\uf92d\u9a57\u8b49\u5404\u65b9\u6cd5\u63d0\u6607\u7684\u6548\u80fd\u5982\u4f55\uff1a \uf09f Sys3a\uff1a\u4e2d\u6587\u4eba\u540d\uf9d0\u5225\u6a5f\uf961\u3001\u7121\u96d9\u540d\u7d44\u5408\u3001\u7121\u59d3\u540d\u7d44\u5408\u6a5f\uf961 \u7e3d\uf969\uf97e 862 Sys5c 96.11 93.53 94.80 97.33</td></tr><tr><td>\u5728\u65b7\u8a5e\u5be6\u9a57\u4e2d\u4f7f\u7528 precision\u3001recall\u3001F-measure\uff0c\u4ee5\u53ca BI-score \uf92d\u8a55\u4f30\u7cfb\u7d71\u7684\u6548\u80fd\uff1a \uf09f Sys3c\uff1a\u4e2d\u6587\u4eba\u540d\uf9d0\u5225\u6a5f\uf961\u3001\u6709\u96d9\u540d\u7d44\u5408\u3001\u6709\u59d3\u540d\u7d44\u5408\u6a5f\uf961 \u540d\u7684\u8a5e\u4e2d\u6709\u591a\u5c11\u6bd4\uf9b5\u78ba\u5be6\u662f\u65e5\u6587\u4eba\u540d (precision)\uff0c\u4e5f\u770b\u770b\u6b63\u89e3\u65e5\u6587\u4eba\u540d\uf9e8\uff0c\u6709\u591a\u5c11\u6bd4\uf9b5</td></tr><tr><td>\u7cfb\u7d71\u65b7\u51fa\uf92d\u7684\u8a5e\u5f59\u7e3d\uf969 \u5168\u76f8\u540c\u7684\u8a5e\u5f59\uf969\uf97e\u500b\uf969 \u6a19\u6e96\u7b54\u6848\u8207\u7cfb\u7d71\u65b7\u51fa\u5b8c \u5404Sys3 \u5be6\u9a57\u5747\u4ee5\u7cfb\u7d71Sys2b\u70ba\u57fa\u790e\uff0c\u52a0\u5165\u4e09\u7a2e\u4e2d\u6587\u4eba\u540d\u8655\uf9e4\u7b56\uf976\uff0c\u5be6\u9a57\u7d50\u679c\u5982\u8868\u5341\u4e00\u6240 \uf03d precision \u662f\u56e0\u70ba\u65e5\u6587\u4eba\u540d\u6a21\u7d44\u800c\u6210\u529f\u7d50\u5408\u6210\u8a5e (recall)\u3002\u7d50\u679c\u5728\u8868\u5341\u56db\u3002 94%\uff0c\u9060\u4f4e\u65bc\u5176\u4ed6\u7cfb\u7d71\u3002\u7531\u65bc Peking ( \u516c\u5f0f 6) \u793a\u3002\u7d50\u679c\u767c\u73fe\uff0c\u52a0\u5165\u4e2d\u6587\u4eba\u540d\u5224\u65b7\u3001\u96d9\u540d\u7d44\u5408\uff0c\u4ee5\u53ca\u52a0\u5165\u59d3\u540d\u7d44\u5408\u6a5f\uf961\uff0c\u90fd\u80fd\u63d0\u6607\u6548\u80fd\u3002 \u8868\u5341\u56db\u3001\u65e5\u6587\u4eba\u540d\u8a5e\u6027\u6a19\u8a18\u5be6\u9a57\u7d50\u679c University Test Set \u7684\u6587\u7ae0\uf92d\u81ea\u5927\uf9d3\u5730\u5340\uff0c\uf978\u5cb8\u7528\u8a9e\uf967\u540c\uff0c\u6587\u7ae0\u4e2d\u6703\u6709\u5927\uf9d3\u5730\u5340\u624d\u6709\u7684\u8a5e</td></tr><tr><td>\u6a19\u6e96\u7b54\u6848\u7684\u8a5e\u5f59\u7e3d\uf969 \u5168\u76f8\u540c\u7684\u8a5e\u5f59\uf969\uf97e\u500b\uf969 \u6a19\u6e96\u7b54\u6848\u8207\u7cfb\u7d71\u65b7\u51fa\u5b8c \u53ef\ufa0a\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u5e6b\u52a9\uf967\u5c0f\uff0c\u80fd\u6210\u529f\u5730\u591a\u8fa8\uf9fc\u4eba\u540d\uff0c\u5c0d\u65b7\u8a5e\u5e6b\u52a9\u4e5f\u5f88\u5927\u3002 \uf03d recall \u5be6\u9a57 P R \u5f59\u51fa\u73fe\u3002\u53e6\u5916\uff0c\u8a72\u8a9e\uf9be\u7684\u65b7\u8a5e\u6a19\u6e96\u8207\u4e2d\u7814\u9662\uf967\u540c\uff0c\u50cf\u662f\u4eba\u540d\u7684\u59d3\u8207\u540d\u6703\u88ab\u65b7\u958b (\u5982 \"\u5b59 ( \u516c\u5f0f 7) precision recall precision recall measure \uf02b \uf0b4 \uf0b4 \uf03d \uf02d 2 F ( \u516c\u5f0f 8) BI-score= (\u6b63\u78ba BI \u6a19\u8a18\u500b\uf969) / \u7e3d\u5b57\uf969 \u8868\u5341\u4e00\u3001\u52a0\u5165\u4e2d\u6587\u4eba\u540d\u8655\uf9e4\u5be6\u9a57\u7d50\u679c \u5be6\u9a57 R P F \u7389\u6ce2\")\uff0c\u6240\u4ee5\u65b7\u8a5e\u6b63\u78ba\uf961\uf967\u9ad8\u662f\u53ef\u4ee5\u9810\u671f\u7684\u3002\u672c\u5be6\u9a57\u50c5\u5728\u8868\u9054\u8655\uf9e4\uf962\u9ad4\u5b57\u8a5e\u7684\u53ef\u80fd\u6027\uff0c Sys4b 74.31% (648/872) 75.17% (648/862) \u800c\uf967\u5728\u6bd4\u8f03\u6548\u80fd\u3002 BI Sys3a 96.39 94.97 95.68 97.90 \u5be6\u9a57\u7d50\u679c\u986f\u793a\uff0crecall \u548c precision \u90fd\u6709\u4e03\u6210\u4e94\u5de6\u53f3\uff0c\u5df2\u6709\uf967\u932f\u7684\u6210\u529f\uf961\u3002\u7136\u800c\u6bd4\u8d77\u5176\u4ed6 \uf9d0\u5225\u7684\u9ad8\u6e96\u78ba\uf961\uff0c\u4ecd\u6709\u76f8\u7576\u5927\u7684\u9032\u6b65\u7a7a\u9593\u3002\u9019\u4e5f\u8868\u793a\u65e5\u6587\u4eba\u540d\u8fa8\uf9fc\uf967\u662f\u5f88\u5bb9\uf9e0\u7684\u554f\u984c\u3002 \uf9d1\u3001\u7d50\uf941 ( \u516c\u5f0f 9) \u9019\uf9e8\u4ecb\u7d39\u4e00\u4e0b BI-score \u7684\u7b97\u6cd5\u3002\u5c0d\u65bc\u4e00\u500b\u8f38\u5165\uf906\uff0c\u7d66\u5b9a\u4e00\u7a2e\u65b7\u8a5e\u65b9\u5f0f\u4e4b\u5f8c\uff0c\uf906\u4e2d\u7684\u6bcf\u4e00 Sys3b 96.42 95.49 95.95 98.05 Sys3c 96.57 95.53 96.04 \u5e95\u4e0b\uf92d\u89c0\u5bdf\u5e7e\u500b\uf9b5\u5b50\uff0c\u770b\u770b\u52a0\u5165\u65e5\u6587\u4eba\u540d\uf9d0\u5225\u524d\u5f8c\u65b7\u8a5e\u6b63\u78ba\u8207\u932f\u8aa4\u7684\u60c5\u5f62\u3002\u6bd4\u8f03\u7684 \u5728\u672c\uf941\u6587\u4e2d\u6211\u5011\u63d0\u51fa\uf9ba\u4e00\u500b\u65b9\u6cd5\u80fd\u5920\u8655\uf9e4\u5728\u7e41\u9ad4\u4e2d\u6587\u6587\u7ae0\u4e2d\u51fa\u73fe\u7684\u65e5\u6587\u4eba\u540d\u53ca\uf962\u9ad4\u5beb 98.10 \u662f\u7cfb\u7d71 Sys3 \u8207\u7cfb\u7d71 Sys4b\u3002\u65b7\u8a5e\u6b63\u78ba\u7684\u7bc4\uf9b5\uff1a \u6cd5\u4e2d\u6587\u8a5e\u7684\u65b9\u6cd5\u3002\u6587\u7ae0\u70ba UTF-8 \u7de8\u78bc\uff0c\u4ee5\u652f\u63f4\u5404\u570b\u6587\u5b57\u540c\u6642\u51fa\u73fe\u3002\u672c\uf941\u6587\u5efa\uf9f7\u4e4b\u4e2d\u6587 \u500b\u5b57\u5143\u90fd\u6a19\u4e0a B \u6216 I \u7684\u6a19\u7c64\u3002B \u8868\u793a\u9019\u5b57\u5143\u5728\u4e00\u500b\u8a5e\u958b\u982d\u7684\u4f4d\u7f6e\uff0cI \u8868\u793a\u9019\u5b57\u5143\u5728\u8a5e\u7684 \u4e2d\u9593\u4efb\u4f55\u4f4d\u7f6e\u3002\u6bd4\u5c0d\u7cfb\u7d71\u63d0\u51fa\u7684\u65b7\u8a5e\u65b9\u5f0f\u7684 BI \u6a19\u7c64\u5e8f\uf99c\u8207\u6a19\u6e96\u7b54\u6848\u65b7\u8a5e\u65b9\u5f0f\u7684 BI \u6a19\u7c64 \u5e8f\uf99c\uff0c\u5c31\u53ef\u8a55\u4f30\u6709\u591a\u5c11\u6bd4\uf9b5\u7684\u5b57\u5143\u7684\u65b7\u8a5e\u60c5\u5f62\u662f\u6b63\u78ba\u7684\u3002 5-fold cross-validation \u4e94\u7d44\u5be6\u9a57\u5728\u7b97\u5e73\u5747\u7684\u6642\u5019\uff0c\u6211\u5011\u63a1\u7528 micro-average \u7684\u6982\uf9a3\u3002 \u4e5f\u5c31\u662f\uf96f\uff0cprecision \u548c recall \u7684\u5206\u6bcd\u70ba\u5e73\u8861\u8a9e\uf9be\u5eab\u4e2d\u6240\u6709\uf906\u5b50\u7684\u6240\u6709\u65b7\u8a5e\u8a5e\uf969\u7e3d\u548c\uff0c\u5206 \u5b50\u5247\u70ba\u6240\u6709\u6b63\u78ba\u65b7\u8a5e\u7684\u8a5e\uf969\u7e3d\u548c\u3002BI-score \u7684\u5206\u6bcd\u5247\u70ba\u6240\u6709\uf906\u5b50\uf9e8\u5b57\u5143\uf969\u7e3d\u548c\uff0c\u5206\u5b50\u5247 \u65b7\u8a5e\u7cfb\u7d71\u70ba bigram \u6a5f\uf961\u6a21\u578b\uff0c\u642d\u914d\u5404\u7a2e\u7279\u6b8a\uf9d0\u5225\u5224\u65b7\u898f\u5247\u53ca\u5176\u6a5f\uf961\u6a21\u578b\u3002 \u63a5\u8457\u9a57\u8b49\u52a0\u5165\u65e5\u6587\u4eba\u540d\u5224\u65b7\u898f\u5247\u8207\u5176\uf9d0\u5225\u6a5f\uf961\uff0c\u4e26\u4e14\u5f15\u5165\u65e5\u6587\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u5f8c\uff0c\u5c0d\u65bc\u7cfb \u7d71\u6548\u80fd\u7684\u5f71\u97ff\u5982\u4f55\u3002\u7531\u65bc\u5be6\u9a57\u8cc7\uf9be\u6240\u7528\u4e2d\u6587\u5b57\u7686\u9650\u5b9a\u5728 BIG5 \u7e41\u9ad4\u4e2d\u6587\u5b57\u96c6\u7bc4\u570d\u5167\uff0c\u9019 \uf9e8\u65e5\u6587\u4eba\u540d\u8655\uf9e4\u7528\u7684\u662f\u9032\ufa08\u4e2d\u65e5\u6f22\u5b57\u5c0d\u61c9\u4e4b\u5f8c\u7684\u59d3\u540d\uf99c\u8868\u53ca\u5176\u6a5f\uf961\u503c\u3002\u4ee5\u7cfb\u7d71 Sys3c \u70ba \u7cfb\u7d71 Sys3c \u7cfb\u7d71 Sys4b \u7cfb\u7d71 Sys3c \u7cfb\u7d71 Sys4b \u5c0f \uf9f4\u606d\u4e8c \u5c0f\uf9f4\u606d\u4e8c \u5927 \u524d \u7814\u4e00 \u4e2d\u65e5\u6587\u4eba\u540d\u8655\uf9e4\u90e8\u4efd\uff0c\u6211\u5011\u63d0\u51fa\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u6a21\u578b\uff0c\u4e26\u8a0e\uf941\u59d3\u540d\u6a5f\uf961\u503c\u7684\u8a13\uf996\u65b9 \u5927\u524d\u7814\u4e00 \u6cd5\u3002\u4e5f\u63d0\u51fa\u4e2d\u65e5\u6f22\u5b57\u8f49\u63db\u65b9\u5f0f\uff0c\u56e0\u6b64\uf967\uf941\u4ee5\u4f55\u7a2e\u6f22\u5b57\u66f8\u5beb\u65e5\u6587\u4eba\u540d\u5747\u53ef\u88ab\u5224\u65b7\u51fa\uf92d\u3002\u7531 \u57fa\u790e\uff0c\u5be6\u9a57\u8a2d\u8a08\u5982\u4e0b\uff1a \u77f3\u539f\u614e \u592a\u90ce \u77f3\u539f\u614e\u592a\u90ce \u85e5\u5e2b \u4e38 \u535a\u5b50 \u85e5\u5e2b\u4e38\u535a\u5b50 \u5be6\u9a57\uf969\u64da\u53ef\u77e5\uff0c\u52a0\u5165\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u78ba\u5be6\u53ef\u63d0\u6607\u7cfb\u7d71\u6548\u80fd\uff0c\u4e2d\u65e5\u6f22\u5b57\u5c0d\u61c9\u7684\u65b9\u5f0f\u4e5f\u80fd\u6210\u529f \uf09f Sys4a\uff1a\u65e5\u6587\u4eba\u540d\uf9d0\u5225\u6a5f\uf961\u3001\u7121\u59d3\u540d\u7d44\u5408\u6a5f\uf961 \uf09f Sys4b\uff1a\u65e5\u6587\u4eba\u540d\uf9d0\u5225\u6a5f\uf961\u3001\u6709\u59d3\u540d\u7d44\u5408\u6a5f\uf961 \u5927\u90e8\u5206\u7684\u65e5\u6587\u59d3\u540d\u90fd\u80fd\u5920\u88ab\u6b63\u78ba\u8fa8\uf9fc\u51fa\uf92d\uff0c\uf967\u904e\u4e5f\u6709\u5c11\u90e8\u4efd\u662f\u65b7\u8a5e\u932f\u8aa4\u7684\u60c5\u5f62\uff1a \u5730\u5075\u6e2c\u5230\u5927\u90e8\u4efd\u7684\u65e5\u6587\u4eba\u540d\u3002</td></tr><tr><td>\u70ba\u6240\u6709\u5b57\u5143\u4e2d BI \u6a19\u8a18\u6b63\u78ba\u4e4b\u7e3d\uf969\u3002 \u8868\u5341\u4e8c\u3001\u65e5\u6587\u4eba\u540d\uf9d0\u5225\u5be6\u9a57\u7d50\u679c \u7cfb\u7d71 Sys3c \u7cfb\u7d71 Sys4b \u7cfb\u7d71 Sys3c \u5be6\u9a57\u4e2d\u6240\u4f7f\u7528\u7684\u65e5\u6587\u59d3\u6c0f\uf99c\u8868\u50c5\u5305\u542b\uf9ba 15,702 \u500b\u65e5\u672c\u59d3\uff0c\u8207\u7dad\u57fa\u767e\u79d1\u6240\u63d0\u53ca\u4e4b 14 \u7cfb\u7d71 Sys4b</td></tr><tr><td>\u4e94\u3001\u5be6\u9a57 (\u4e00) \u5be6\u9a57\u8cc7\uf9be\u8207\u8a55\u4f30\u516c\u5f0f \u4e2d\u6587\u65b7\u8a5e\u5be6\u9a57\u8cc7\uf9be\u7528\u7684\u8a9e\uf9be\u5eab\u662f\u4e2d\u7814\u9662\u5e73\u8861\u8a9e\uf9be\u5eab 3.0 \u7248 12 \u3002\u5e73\u8861\u8a9e\uf9be\u5eab\u662f\u5c08\u9580\u91dd\u5c0d\u8a9e \u8a9e\uff0c\u6db5\u84cb\u5404\u7a2e\uf967\u540c\uf9b4\u57df\u3001\uf967\u540c\u4e3b\u984c\u7684\u8a5e\u5f59\u3002\u5e73\u8861\u8a9e\uf9be\u5eab\u4e2d\u5171\u5206\u6210 316 \u500b\u6a94\u6848\uff0c\u5171\u6709 743,718 \u500b\uf906\u5b50\u3002 \u5be6\u9a57\u8a55\u4f30\u65b9\u6cd5\u662f\u63a1 5-fold cross-validation\u3002\u5c07 316 \u500b\u6a94\u6848\u5206\u6210 5 \u7d44\uff0c\u7576\u4f7f\u7528\u5176\u4e2d\u4e00 \u7d44\u505a\u70ba\u6e2c\u8a66\u96c6\u6642\uff0c\u5176\u4ed6\u56db\u7d44\u5247\u4f5c\u8a13\uf996\u96c6\uff0c\u7528\uf92d\u7522\u751f\u5df2\u77e5\u8a5e\uf99c\u8868\u3001bigram\u6a5f\uf961\uff0c\u4ee5\u53ca\u5404\uf9d0 \u5225bigram\u6a5f\uf961\uff0c\u56e0\u6b64\u4e94\u7d44\u5be6\u9a57\u6703\u6709\uf967\u540c\u7684\u6a5f\uf961\u503c\u8868\u3002\u5404\u7d44\u6a94\u6848\u8207\uf906\u5b50\u500b\uf969\u5982\u8868\u4e5d\u6240\u793a\uff1a \uf09f Sys2b\uff1a\u4ee5 maximum likelihood \u65b9\u5f0f\u8a08\u7b97\uf969\u8a5e\uf9d0\u5225\u6a5f\uf961 \u8868\u5341\u3001\u65b7\u8a5e\u7cfb\u7d71\u57fa\u672c\u67b6\u69cb\u52a0\u5165\u7279\u6b8a\uf9d0\u5225\u5be6\u9a57\u7d50\u679c \u5be6\u9a57 R P F BI Sys1a 95.66 92.72 94.16 Sys1b 95.87 93.31 94.57 Sys2a 95.97 93.57 94.76 Sys2b 96.16 93.68 94.90 \u65b7\u6a21\u7d44\u80fd\u5927\u5e45\u63d0\u6607\u6b63\u78ba\uf961\u3002 \u4e09\u7a2e\u7b56\uf976\u6548\u80fd\u5dee\uf967\u591a\u3002\u6700\u5f8c\u9078\u7528\u7cfb\u7d71Sys5a\uff0c\u5373\u63a1\u7528\u6700\u5927\u6a5f\uf961\u503c\u3002 97.38 \u7d71\u8a08\u6b63\u89e3\u7684 862 \u500b\u65e5\u6587\u4eba\u540d\uff0c\u6709\u591a\u5c11\u6bd4\uf9b5\u80fd\u6b63\u78ba\u6210\u8a5e\u3002\u5be6\u9a57\u7d50\u679c\u986f\u793a\uff0c\u52a0\u5165\u65e5\u6587\u4eba\u540d\u5224 \u80fd\u5f71\u97ff\u8f03\u597d\u3002\u9019\u4e5f\u8868\u793a\u7e41\u9ad4\u6587\u7ae0\u4e2d\u6df7\u7528\u7c21\u9ad4\u8a5e\u5f59\uff0c\u672c\u7cfb\u7d71\u4ecd\u6703\u6709\uf967\u932f\u7684\u65b7\u8a5e\u6548\u679c\uff0c\u56e0\u70ba 97.30 \u8a5e\u7684\u6bd4\uf9b5\u3002\u89c0\u5bdf\u7d50\u679c\u5728\u8868\u5341\u4e09\u3002\u5206\u5225\u4ee5\u7cfb\u7d71Sys3c\u4ee5\u53caSys4b\u5c0d\u9019 109 \u7bc7\u65b0\u805e\u6587\u7ae0\u65b7\u8a5e\uff0c \uf967\u7ba1\u4f7f\u7528\uf9fd\u9ebc\u65b9\u6cd5\u5c0d\u7cfb\u7d71\u6548\u80fd\u5f71\u97ff\u90fd\uf967\u5927\uff0c\u800c\u628a\u8a5e\u5f59\u983b\uf961\u52a0\u7e3d\u8207\u53d6\u6700\u5927\u7684\u65b9\u5f0f\u5c0d\u7cfb\u7d71\u6548 97.20 \u89c0\u5bdf\u5206\u70ba\uf978\u90e8\u4efd\uff0c\u7b2c\u4e00\u90e8\u4efd\u9a57\u8b49\u52a0\u5165\u65e5\u6587\u4eba\u540d\uf9d0\u5225\u524d\u5f8c\uff0c\u65e5\u6587\u4eba\u540d\u80fd\u5920\u88ab\u6b63\u78ba\u65b7\u6210 Sys5 \u7cfb\u7d71\u6539\u4ee5\u672a\u52a0\u5165\u4eba\u540d\uf9d0\u5225\u524d\u7684Sys2b\u7576\u4f5c\u57fa\u672c\u7cfb\u7d71\u3002\u5be6\u9a57\u7d50\u679c\u5982\u8868\u5341\u4e94\u6240\u793a\uff0c\u5f97\u77e5 96.96 \u63a1\u7528\u6a5f\uf961\u7e3d\u548c\u3002\u56e0\u70ba\u4e2d\u6587\u4ee5\u53ca\u65e5\u6587\u4eba\u540d\u5224\u65b7\u898f\u5247\u4e5f\u6703\u727d\u6d89\u5230\u6a5f\uf961\u5408\u4f75\u7684\u554f\u984c\uff0c\u9019\uf9e8\u5404 \u500b\uff0c\u5c6c\u65bc 216 \u500b\uf967\u540c\u7684\u65e5\u6587\u4eba\u540d\u3002 \u6cd5\u6709\u4e09\u7a2e\uff1aSys5a\u63a1\u7528\u5404\u7e41\u9ad4\u4e2d\u6587\u8a5e\u5f59\u4e2d\u6a5f\uf961\u503c\u6700\u5927\u8005\u3001Sys5b\u63a1\u7528\u6700\u5c0f\u6a5f\uf961\u503c\u3001Sys5c \u9019\u4e9b\u65e5\u6587\u4eba\u540d\u662f\u5426\u80fd\u88ab\u6210\u529f\u5730\u65b7\u6210\u8a5e\u3002\u9019 109 \u7bc7\u6587\u7ae0\u4e2d\uff0c\u51fa\u73fe\u65e5\u6587\u4eba\u540d\u4e4b\u8655\u5171\u6709 862 \u9ad4\u4e2d\u6587\u8a5e\u5f59\u5c0d\u61c9\u81f3\u540c\u4e00\u500b\u7c21\u9ad4\u4e2d\u6587\u8a5e\u5f59\u7684\u60c5\u5f62\u3002\u9019\u6642\uff0c\u7c21\u9ad4\u4e2d\u6587\u8a5e\u5f59\u7684\u6a5f\uf961\u503c\u7684\u8a2d\u5b9a\u65b9 \u5099\uf9ba\u51fa\u73fe\u6709\u65e5\u6587\u4eba\u540d\u7684 109 \u7bc7\u65b0\u805e\u6587\u7ae0\uff0c\u4e26\u7528\u4eba\u5de5\u65b9\u5f0f\u6a19\u8a18\u65e5\u6587\u4eba\u540d\u7684\u4f4d\u7f6e\uff0c\u7528\u4ee5\u89c0\u5bdf \u7b2c\u56db\u3001(\u4e09)\u7bc0\u66fe\u63d0\u5230\uff0c\u56e0\u70ba\u7e41\u9ad4\u4e2d\u6587\u548c\u7c21\u9ad4\u4e2d\u6587\u5b57\u662f\u591a\u5c0d\u4e00\u7684\u95dc\u4fc2\uff0c\u6703\u6709\u591a\u500b\uf967\u540c\u7684\u7e41 \u70ba\uf9ba\uf9ba\u89e3\u52a0\u5165\u65e5\u6587\u4eba\u540d\uf9d0\u5225\u771f\u6b63\u7684\u6548\u80fd\uff0c\u6211\u5011\u8a2d\u8a08\uf9ba\u53e6\u5916\u4e00\u7d44\u5be6\u9a57\uf92d\u89c0\u5bdf\u3002\u6211\u5011\u6e96 \u8a00\u5206\u6790\u6240\u8a2d\u8a08\u7684\uff0c\u6bcf\u500b\uf906\u5b50\u4e2d\u5404\u8a5e\u90fd\u4ee5\u7a7a\u767d\u7b26\u865f\u65b7\u958b\uff0c\u4e26\u4e14\u52a0\u8a3b\u5176\u8a5e\u6027\u3002\u6587\u5b57\u70ba\u73fe\u4ee3\u6f22 (\u4e8c) \u65b7\u8a5e\u7cfb\u7d71\u57fa\u672c\u6548\u80fd \u9019\u4e00\u7bc0\u5148\u5448\u73fe\u672c\u7cfb\u7d71\u5728\u57fa\u672c\u67b6\u69cb\u4e0b\u6240\u9054\u5230\u7684\u6548\u80fd\u3002Sys1a\u50c5\u63a1\u7528\u5df2\u77e5\u8a5e\uf99c\u8868\u53cabigram\u6a5f \uf961\u6a21\u578b\uff0cSys1b\u52a0\u4e0a\uf9ba\u5404\u7279\u6b8a\uf9d0\u5225\u5019\u9078\u8a5e\u7522\u751f\u898f\u5247\uff0c\u5305\u62ec\u5730\u5740\u3001\u65e5\u671f\u3001\u6642\u9593\u3001\uf90a\u9322\u3001\u767e \u5be6\u9a57 R P F BI Sys3c 96.57 95.53 96.04 98.10 Sys4a 96.54 95.54 96.04 \u9ebb\u5e03 \u548c \u6728\u6750 \u9ebb\u5e03\u548c \u6728\u6750 \u74e6\u65af\u4e95 \u539f\u6709 \u842c\u500b\u65e5\u672c\u59d3\u6709\u76f8\u7576\u5927\uf969\uf97e\u4e0a\u7684\u5dee\u8ddd\u3002\u5982\u679c\u6709\uf901\u5b8c\u6574\u7684\u59d3\u6c0f\uf99c\u8868\uff0c\u53ef\u99ac\u4e0a\u5408\u4f75\u81f3\u672c\u7cfb\u7d71\uff0c \u74e6\u65af \u4e95\u539f\u6709 \u570b\u5c0f \uf9f4\u4f69\u8431 \uf934\u5e2b \u570b \u5c0f\uf9f4 \u4f69\u8431 \uf934\u5e2b \u5ee3\u5cf6 \u4e9e\u904b \u6642 \u53ea\u8981\u5c07\u7f55\ufa0a\u7684\u59d3\u6c0f\u6a5f\uf961\u503c\u8a2d\u70ba\u6975\u5c0f\u503c\u5373\u53ef\u3002\u6b64\u5916\uff0c\u76ee\u524d\u65e5\u6587\u4eba\u540d\u7684\u5224\u65b7\u77e5\uf9fc\u4ecd\u592a\u7c97\uf976\uff0c \u5ee3\u5cf6\u4e9e\u904b\u6642 \u672a\uf92d\u53ef\u518d\u8a66\u8457\u52a0\u5165\uf95a\u97f3\u97f3\u7bc0\u7684\u7d44\u6210\u6a5f\uf961\uff0c\u5c0b\u627e\u5927\uf97e\u65e5\u6587\u4eba\u540d\u8a13\uf996\u8a9e\uf9be\uff0c\u5c24\u5176\u662f\u59d3\u540d\u7d44\u5408 98.10 Sys4b 96.56 95.56 96.06 98.10 \u5728\u6587\u7ae0\u4e2d\u51fa\u73fe\u7684\u6a5f\uf961\u8a13\uf996\u3002 (\u56db) \uf962\u9ad4\u5b57\u8655\uf9e4\u5be6\u9a57 \u5206\u6bd4\u3001\u5206\uf969\u3001\u5916\u6587\u3001\u7db2\uf937 (IP\u3001\u7db2\u5740\u8207\u4fe1\u7bb1\u5730\u5740\u7b49)\u3002\u5982\u7b2c\u4e8c\u3001(\u4e8c)\u7bc0\u6240\u8ac7\uff0c\u5404\u7279\u6b8a\uf9d0\u5225 \u6240\u5f97\u5019\u9078\u8a5e\u5c07\u76f4\u63a5\u63a1\u7528 (\u4ea6\u5373\u6a5f\uf961\u503c\u8a2d\u70ba 1)\u3002Sys2 \u52a0\u5165\uf9ba\uf969\u8a5e\uf9d0\u5225\uff0c\u5305\u542b\u6240\u6709\u4ee5\u6f22\u5b57 \u6216\u5168\u534a\u5f62\u963f\uf925\u4f2f\uf969\u5b57\u6240\u8868\u9054\u4e4b\uf969\u5b57\u5b57\uf905\u3002\u70ba\u514d\u5192\u7136\u5c07\u6240\u6709\uf99a\u7e8c\uf969\u5b57\u65b7\u6210\u4e00\u500b\u8a5e\u9020\u6210\u932f \u8aa4\uff0c\u9019\uf9e8\u8a2d\u8a08\uf978\u7d44\u5be6\u9a57\uf92d\u63a2\u8a0e\uf969\u8a5e\u7684\uf9d0\u5225\u6a5f\uf961\u53ef\u80fd\u4f30\u7b97\u65b9\u5f0f\u3002\u5982\u8868\u5341\u6240\u793a\uff0c\u52a0\u5165\u7279\u6b8a\uf9d0 \u5225\u7684\u7cfb\u7d71Sys1b\u65b7\u8a5e\u6548\u80fd\u5927\u5e45\u63d0\u6607\uff0c\u800c\u8003\u616e\u771f\u6b63\uf969\u8a5e\uf9d0\u5225\u6a5f\uf961\u7684\u7cfb\u7d71Sys2b\u6548\u679c\u8f03\u597d\u3002 \uf09f Sys2a\uff1a\uf969\u8a5e\uf9d0\u5225\u6a5f\uf961\u503c\u8a2d\u70ba 1 \u8868\u5341\u4e8c\u70ba\u52a0\u5165\u65e5\u6587\u4eba\u540d\u8655\uf9e4\u7684\u7cfb\u7d71\u6548\u80fd\u6bd4\u8f03\u3002\u53ef\u4ee5\u767c\u73fe\u50c5\u63d0\u51fa\u65e5\u6587\u4eba\u540d\u5019\u9078\u8a5e\u800c\uf967\u4f7f\u7528 \u59d3\u540d\u7d44\u5408\u6a5f\uf961\u7684\u65b9\u6cd5\uff0c\u53cd\u800c\u8b93\u7cfb\u7d71\u6548\u80fd\u4e0b\ufa09\u3002\u52a0\u5165\uf9ba\u59d3\u540d\u7d44\u5408\u6a5f\uf961\u5f8c\uff0c\u6548\u80fd\u8207\u7cfb\u7d71Sys3c \u904b\u7528\uf962\u9ad4\u5b57\u5c0d\u61c9\u8868\uff0c\u5404\u7a2e\uf962\u9ad4\u5beb\u6cd5\u7684\u4e2d\u6587\u8a5e\u4e5f\u53ef\u6210\u70ba\u65b7\u8a5e\u5019\u9078\u8a5e\u3002\u5c0d\u65bc\uf962\u9ad4\u5b57\u7684\u8655 \uf962\u9ad4\u5b57\u8f49\u63db\u5e0c\u671b\u80fd\u8655\uf9e4\u7684\u662f\u5404\u7a2e\uf967\u540c\uf962\u9ad4\u5b57\u5beb\u6cd5\u7684\u60c5\u5f62\uff0c\u7136\u800c\u6211\u5011\u627e\uf967\u5230\u9069\u5408\u65bc\u8a55\u4f30\u7684 \uf9e4\u65b9\u5f0f\uff0c\u662f\u4ee5\u7e41\u9ad4\u8f49\u7c21\u9ad4\u7684\u4e2d\u6587\u6e2c\u8a66\u96c6\u9a57\u8b49\uf9ba\u65b9\u6cd5\u7684\u53ef\ufa08\u6027\u3002\u50c5\u7ba1\u5df2\u77e5\u8a5e\uf969\uf97e\u500d\u589e\uff0c\u4f46 \u5be6\u9a57\u8cc7\uf9be\uff0c\u56e0\u70ba\u5e73\u8861\u8a9e\uf9be\u5eab\u90fd\u662f\u4ee5\u7e41\u9ad4\u4e2d\u6587\u5beb\u6210\uff0c\u5176\u4e2d\u7684\uf962\u9ad4\u5b57\u51fa\u73fe\u983b\uf961\u53c8\u5f88\u5c11\u3002 \u5728\u642d\u914d\u96dc\u6e4a\u8868\u4ee5\u53ca\u8a5e\u7fa4\u7de8\u865f\u7684\u6280\u5de7\u4e0b\uff0c\u5c0d\u65bc\u8655\uf9e4\u901f\ufa01\u5f71\u97ff\uf967\u5927\u3002\u60df\u6709\u591a\u5c0d\u4e00\u5c0d\u61c9\u60c5\u5f62\u7684 \u76f8\u6bd4\uf976\u6709\u63d0\u6607\uff0c\u4f46\u6539\u9032\u4e26\uf967\u660e\u986f\u3002\u9019\u53ef\u80fd\u662f\u56e0\u70ba\u6e2c\u8a66\u96c6\uf9e8\u65e5\u6587\u4eba\u540d\u5f88\u5c11\u7684\u95dc\u4fc2\u3002\u9019\u53ef\u7531 \u9019\u7bc0\u5be6\u9a57\u5206\uf978\u500b\u90e8\u4efd\uff0c\u7b2c\u4e00\u90e8\u4efd\u662f\u5c07\u5e73\u8861\u8a9e\uf9be\u5eab\u4ee5\u8edf\u9ad4\u8f49\u63db\u70ba\u7c21\u9ad4\u4e2d\u6587\uff0c\u770b\u770b\u7cfb\u7d71 \u6a5f\uf961\u6a21\u578b\u9700\u8981\u518d\uf901\u4ed4\u7d30\u5730\u7814\u7a76\u3002 \u7b2c\u4e09\u3001(\u4e8c)\u7bc0\u5728\u7d71\u8a08\u65e5\u6587\u4eba\u540d\uf9d0\u5225\u6a5f\uf961\u6642\u7aba\u77e5\u4e00\u4e8c\uff0c\u56e0\u70ba\u6574\u500b\u8a9e\uf9be\u5eab 74 \u842c\u591a\u8a5e\u4e2d\uff0c\u53ea \u6709 4,849 \u500b\u88ab\u5224\u65b7\u70ba\u65e5\u6587\u4eba\u540d\u3002 \u5c0d\u7c21\u9ad4\u65b7\u8a5e\u7684\u80fd\uf98a\uff0c\u9806\uf965\u63a2\u8a0e\u591a\u500b\uf967\u540c\u7684\u7e41\u9ad4\u4e2d\u6587\u8a5e\u5f59\u5c0d\u61c9\u81f3\u540c\u4e00\u500b\u7c21\u9ad4\u4e2d\u6587\u8a5e\u5f59\u6642\uff0c \u8a5e\u5f59\u6a5f\uf961\u503c\u7684\u9078\u64c7\u65b9\u5f0f\u3002\u7b2c\u4e8c\u500b\u90e8\u4efd\u5247\u4ee5\u771f\u5be6\u7684\u7c21\u9ad4\u4e2d\u6587\u6587\u7ae0\u505a\u70ba\u6e2c\u8a66\u96c6\u3002 \uf96b\u8003\u6587\u737b</td></tr></table>"
}
}
}
}