锘??xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:trackback="http://madskills.com/public/xml/rss/module/trackback/" xmlns:wfw="http://wellformedweb.org/CommentAPI/" xmlns:slash="http://purl.org/rss/1.0/modules/slash/"><channel><title>&#20122;&#27954;&#31934;&#21697;&#35270;&#39057;&#20037;&#20037;&#44;&#20122;&#27954;&#26657;&#22253;&#26149;&#33394;&#21478;&#31867;&#28608;&#24773;&#44;&#20122;&#27954;&#20381;&#20381;&#25104;&#20154;&#31934;&#21697;</title><link>http://www.tkk7.com/paulwong/</link><description /><language>zh-cn</language><lastBuildDate>Sun, 23 Mar 2025 20:54:13 GMT</lastBuildDate><pubDate>Sun, 23 Mar 2025 20:54:13 GMT</pubDate><ttl>60</ttl><item><title>寰皟璁粌鐨勬暟鎹泦</title><link>http://www.tkk7.com/paulwong/archive/2025/03/21/451602.html</link><dc:creator>paulwong</dc:creator><author>paulwong</author><pubDate>Fri, 21 Mar 2025 13:52:00 GMT</pubDate><guid>http://www.tkk7.com/paulwong/archive/2025/03/21/451602.html</guid><wfw:comment>http://www.tkk7.com/paulwong/comments/451602.html</wfw:comment><comments>http://www.tkk7.com/paulwong/archive/2025/03/21/451602.html#Feedback</comments><slash:comments>0</slash:comments><wfw:commentRss>http://www.tkk7.com/paulwong/comments/commentRss/451602.html</wfw:commentRss><trackback:ping>http://www.tkk7.com/paulwong/services/trackbacks/451602.html</trackback:ping><description><![CDATA[<div>浣跨敤trl搴撳仛寰皟鏃? 瀵規(guī)暟鎹泦鐨勮姹傛槸:</div>
<div><br />
</div>
<div>濡傛灉鏄杞璇濆満鏅?</div>
<div>jsonl 鏂囦歡錛屼笖闇�絎﹀悎浠ヤ笅瑕佹眰:</div>
<div>1.姣忚鏄竴涓嫭绔嬬殑 JSON 瀵硅薄;</div>
<div>2 姣忎釜瀵硅薄欏誨寘鍚竴涓敭鍚嶄負 messages 鐨勬暟緇勶紝鏁扮粍涓嶈兘涓虹┖;</div>
<div>3.messages 涓瘡涓厓绱犲繀欏誨寘鍚?role 鍜?content 涓や釜瀛楁:</div>
<div>4.role 鍙兘鏄?system,user 鎴?assisiant;</div>
<div>5.濡傛灉鏈?system 瑙掕壊娑堟伅, 闇�鍦ㄦ暟緇勯浣?</div>
<div>6.絎竴鏉￠潪 system 娑堟伅蹇呴』鏄?user 瑙掕壊;</div>
<div>7.user 鍜?assisiant 瑙掕壊鐨勬秷鎭簲褰撲氦鏇褲�佹垚瀵瑰嚭鐜幫紝涓嶅皯浜?瀵?</div>
<div><br />
</div>
<div>濡傛灉鏄寚浠ゅ井璋冨満鏅?</div>
<div>
<div>jsonl 鏂囦歡錛屼笖闇�絎﹀悎浠ヤ笅瑕佹眰:</div>
<div>1.姣忚鏄竴涓嫭绔嬬殑 JSON 瀵硅薄;</div>
<div>2 姣忎釜瀵硅薄欏誨寘鍚笖鍙兘鍖呭惈涓�涓敭鍚嶄負 text 鐨勯敭鍊煎錛屽�間笉鑳戒負絀?</div>
</div>
<div><br />
</div>
<img src ="http://www.tkk7.com/paulwong/aggbug/451602.html" width = "1" height = "1" /><br><br><div align=right><a style="text-decoration:none;" href="http://www.tkk7.com/paulwong/" target="_blank">paulwong</a> 2025-03-21 21:52 <a href="http://www.tkk7.com/paulwong/archive/2025/03/21/451602.html#Feedback" target="_blank" style="text-decoration:none;">鍙戣〃璇勮</a></div>]]></description></item><item><title>澶фā鍨嬭緇冪殑鍑犱釜闃舵</title><link>http://www.tkk7.com/paulwong/archive/2025/03/18/451600.html</link><dc:creator>paulwong</dc:creator><author>paulwong</author><pubDate>Tue, 18 Mar 2025 05:14:00 GMT</pubDate><guid>http://www.tkk7.com/paulwong/archive/2025/03/18/451600.html</guid><wfw:comment>http://www.tkk7.com/paulwong/comments/451600.html</wfw:comment><comments>http://www.tkk7.com/paulwong/archive/2025/03/18/451600.html#Feedback</comments><slash:comments>0</slash:comments><wfw:commentRss>http://www.tkk7.com/paulwong/comments/commentRss/451600.html</wfw:commentRss><trackback:ping>http://www.tkk7.com/paulwong/services/trackbacks/451600.html</trackback:ping><description><![CDATA[澶фā鍨嬪紑鍙戝嚭鏉ュ悗, 涓�鑸緇忚繃浠ヤ笅鍑犱釜闃舵鐨勮緇?
<div><br />
</div>
<h2>棰勮緇?Pre-Trained)</h2>
<div>鍗曠函鎻愪緵鏂囨湰: {"text":"..."}</div>
<div>璁粌妯″瀷鐢辯涓�涓枃瀛楀紑濮? 棰勬祴鍚庨潰鐨勬枃瀛? 鐩村埌緇撴潫.</div>
<div>榪欑妯″瀷鍙細鍋氬畬鎴愭枃鏈殑浠誨姟</div>
<div><br />
</div>
<h2>鐩戠潱寰皟(Supervised Fine Turning)</h2>
<div>涓轟簡浣挎ā鍨嬭兘瀹屾垚鏍規(guī)嵁鎸囦護瀹屾垚鍥炵瓟, 鑰屼笉鏄殢鏈虹敓鎴愬洖絳?/div>
<div>鎻愪緵鐨勬枃鏈? {"instruction":"...", "output":"..."}</div>
<div><br />
</div>
<h2>楂樻晥鍙傛暟寰皟(Parameter Efficient Fine Turning)</h2>
<div>鍙皟鏁撮儴鍒嗗弬鏁? 鍏蜂綋瀹炵幇鏂規(guī)硶鏈塋oRA</div>
<div><br />
</div>
<div>鍙傝�?</div>
<div><a  target="_blank">https://github.com/huggingface/smol-course/blob/main/1_instruction_tuning/notebooks/sft_finetuning_example.ipynb</a><br />
</div>
<div><br />
</div>
<div><br />
</div>
<div><br />
</div>
<img src ="http://www.tkk7.com/paulwong/aggbug/451600.html" width = "1" height = "1" /><br><br><div align=right><a style="text-decoration:none;" href="http://www.tkk7.com/paulwong/" target="_blank">paulwong</a> 2025-03-18 13:14 <a href="http://www.tkk7.com/paulwong/archive/2025/03/18/451600.html#Feedback" target="_blank" style="text-decoration:none;">鍙戣〃璇勮</a></div>]]></description></item><item><title>python璧勬簮</title><link>http://www.tkk7.com/paulwong/archive/2025/03/16/451599.html</link><dc:creator>paulwong</dc:creator><author>paulwong</author><pubDate>Sun, 16 Mar 2025 12:54:00 GMT</pubDate><guid>http://www.tkk7.com/paulwong/archive/2025/03/16/451599.html</guid><wfw:comment>http://www.tkk7.com/paulwong/comments/451599.html</wfw:comment><comments>http://www.tkk7.com/paulwong/archive/2025/03/16/451599.html#Feedback</comments><slash:comments>0</slash:comments><wfw:commentRss>http://www.tkk7.com/paulwong/comments/commentRss/451599.html</wfw:commentRss><trackback:ping>http://www.tkk7.com/paulwong/services/trackbacks/451599.html</trackback:ping><description><![CDATA[<div>python</div>
<div><a  target="_blank">https://www.w3schools.com/python/</a><br />
</div>
<div><br />
</div>
<div><a  target="_blank">https://www.runoob.com/python/python-basic-syntax.html</a><br />
</div>
<div><br />
</div>
<div><br />
</div>
<img src ="http://www.tkk7.com/paulwong/aggbug/451599.html" width = "1" height = "1" /><br><br><div align=right><a style="text-decoration:none;" href="http://www.tkk7.com/paulwong/" target="_blank">paulwong</a> 2025-03-16 20:54 <a href="http://www.tkk7.com/paulwong/archive/2025/03/16/451599.html#Feedback" target="_blank" style="text-decoration:none;">鍙戣〃璇勮</a></div>]]></description></item><item><title>澶фā鍨嬪井璋冨悗鐨勮瘎浼版寚鏍?/title><link>http://www.tkk7.com/paulwong/archive/2025/03/12/451596.html</link><dc:creator>paulwong</dc:creator><author>paulwong</author><pubDate>Wed, 12 Mar 2025 02:08:00 GMT</pubDate><guid>http://www.tkk7.com/paulwong/archive/2025/03/12/451596.html</guid><wfw:comment>http://www.tkk7.com/paulwong/comments/451596.html</wfw:comment><comments>http://www.tkk7.com/paulwong/archive/2025/03/12/451596.html#Feedback</comments><slash:comments>0</slash:comments><wfw:commentRss>http://www.tkk7.com/paulwong/comments/commentRss/451596.html</wfw:commentRss><trackback:ping>http://www.tkk7.com/paulwong/services/trackbacks/451596.html</trackback:ping><description><![CDATA[<p style="white-space: pre-wrap; padding: 0px; margin-right: 0px; margin-bottom: 16px; margin-left: 0px; box-sizing: border-box; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px; margin-top: 0px !important;">澶фā鍨嬪井璋冨悗鐨勮瘎浼版寚鏍囨槸琛￠噺妯″瀷鎬ц兘鐨勫叧閿紝閫氬父鏍規(guī)嵁浠誨姟綾誨瀷鍜屽叿浣撻渶姹傞�夋嫨涓嶅悓鐨勮瘎浼版寚鏍囥�備互涓嬫槸涓�浜涘父瑙佺殑璇勪及鎸囨爣鍙婂叾閫傜敤鍦烘櫙錛?/p>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">1.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">鍒嗙被浠誨姟</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鍑嗙‘鐜囷紙Accuracy錛?/span>錛氶嫻嬫紜殑鏍鋒湰鍗犳�繪牱鏈殑姣斾緥銆?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氱被鍒垎甯冨潎琛＄殑浠誨姟銆?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">綺劇‘鐜囷紙Precision錛?/span>錛氶嫻嬩負姝ｇ被鐨勬牱鏈腑錛屽疄闄呬負姝ｇ被鐨勬瘮渚嬨�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氬叧娉ㄥ噺灝戝亣闃蟲�э紙False Positive錛夌殑浠誨姟銆?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鍙洖鐜囷紙Recall錛?/span>錛氬疄闄呬負姝ｇ被鐨勬牱鏈腑錛岄嫻嬩負姝ｇ被鐨勬瘮渚嬨�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氬叧娉ㄥ噺灝戝亣闃存�э紙False Negative錛夌殑浠誨姟銆?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">F1鍒嗘暟錛團1 Score錛?/span>錛氱簿紜巼鍜屽彫鍥炵巼鐨勮皟鍜屽鉤鍧囧�箋�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氱被鍒笉騫寵　鎴栭渶瑕佸鉤琛＄簿紜巼鍜屽彫鍥炵巼鐨勪換鍔°�?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">ROC-AUC</span>錛歊OC鏇茬嚎涓嬬殑闈㈢Н錛岃　閲忔ā鍨嬪尯鍒嗘璐熺被鐨勮兘鍔涖�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氫簩鍒嗙被浠誨姟錛屽挨鍏舵槸綾誨埆涓嶅鉤琛＄殑鎯呭喌銆?/li>
     </ul>
     </li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">2.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">鍥炲綊浠誨姟</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鍧囨柟璇樊錛圡SE, Mean Squared Error錛?/span>錛氶嫻嬪�間笌鐪熷疄鍊間箣宸殑騫蟲柟鐨勫鉤鍧囧�箋�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氬璇樊杈冨ぇ鐨勬牱鏈儵緗氭洿閲嶇殑浠誨姟銆?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鍧囨柟鏍硅宸紙RMSE, Root Mean Squared Error錛?/span>錛歁SE鐨勫鉤鏂規(guī)牴銆?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氫笌MSE綾諱技錛屼絾鏇存帴榪戝師濮嬫暟鎹昂搴︺�?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">騫沖潎緇濆璇樊錛圡AE, Mean Absolute Error錛?/span>錛氶嫻嬪�間笌鐪熷疄鍊間箣宸殑緇濆鍊肩殑騫沖潎鍊箋�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氬寮傚父鍊間笉鏁忔劅鐨勪換鍔°�?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">R&#178;錛堝喅瀹氱郴鏁幫級</span>錛氭ā鍨嬭В閲婄洰鏍囧彉閲忔柟宸殑姣斾緥銆?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氳瘎浼版ā鍨嬫嫙鍚堜紭搴︺�?/li>
     </ul>
     </li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">3.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">鐢熸垚浠誨姟</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">BLEU錛圔ilingual Evaluation Understudy錛?/span>錛氳　閲忕敓鎴愭枃鏈笌鍙傝�冩枃鏈殑n-gram閲嶅彔紼嬪害銆?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氭満鍣ㄧ炕璇戙�佹枃鏈敓鎴愪換鍔°�?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">ROUGE錛圧ecall-Oriented Understudy for Gisting Evaluation錛?/span>錛氳　閲忕敓鎴愭枃鏈笌鍙傝�冩枃鏈殑閲嶅彔紼嬪害錛屼晶閲嶄簬鍙洖鐜囥�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氭枃鏈憳瑕併�佺敓鎴愪換鍔°�?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">METEOR</span>錛氱患鍚堣�冭檻綺劇‘鐜囥�佸彫鍥炵巼鍜岃瘝搴忕殑璇勪及鎸囨爣銆?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氭満鍣ㄧ炕璇戙�佹枃鏈敓鎴愪換鍔°�?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">Perplexity錛堝洶鎯戝害錛?/span>錛氳　閲忔ā鍨嬮嫻嬫鐜囧垎甯冪殑涓嶇‘瀹氭�с�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氳璦�妯″瀷璇勪及銆?/li>
     </ul>
     </li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">4.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">澶氭爣絳句換鍔?/span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">Hamming Loss</span>錛氶嫻嬮敊璇殑鏍囩姣斾緥銆?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氬鏍囩鍒嗙被浠誨姟銆?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">Jaccard Similarity</span>錛氶嫻嬫爣絳句笌鐪熷疄鏍囩鐨勪氦闆嗕笌騫墮泦涔嬫瘮銆?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氬鏍囩鍒嗙被浠誨姟銆?/li>
     </ul>
     </li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">5.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">鎺掑簭浠誨姟</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">NDCG錛圢ormalized Discounted Cumulative Gain錛?/span>錛氳　閲忔帓搴忕粨鏋滅殑鐩稿叧鎬с�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氭帹鑽愮郴緇熴�佷俊鎭绱€�?/li>
     </ul>
     </li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">MAP錛圡ean Average Precision錛?/span>錛氬鉤鍧囩簿紜巼鐨勫潎鍊箋�?
     <ul style="padding: 0px 0px 0px 2em; margin: 0px; box-sizing: border-box; list-style: outside;">
         <li style="padding: 0px; margin: 0px; box-sizing: border-box;">閫傜敤鍦烘櫙錛氫俊鎭绱€�佹帹鑽愮郴緇熴�?/li>
     </ul>
     </li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">6.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">鍏朵粬鎸囨爣</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">璁粌鏃墮棿</span>錛氭ā鍨嬪井璋冩墍闇�鐨勬椂闂淬�?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鎺ㄧ悊閫熷害</span>錛氭ā鍨嬬敓鎴愮粨鏋滅殑閫熷害銆?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">璧勬簮娑堣�?/span>錛氭ā鍨嬭繍琛屾墍闇�鐨勮綆楄祫婧愶紙濡侴PU鍐呭瓨銆丆PU浣跨敤鐜囷級銆?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">椴佹鎬?/span>錛氭ā鍨嬪鍣０銆佸紓甯稿�兼垨瀵規(guī)姉鏍鋒湰鐨勬姷鎶楄兘鍔涖�?/li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">7.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">棰嗗煙鐗瑰畾鎸囨爣</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鍖誨棰嗗煙</span>錛氭晱鎰熸�э紙Sensitivity錛夈�佺壒寮傛�э紙Specificity錛夈�丄UC-ROC銆?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">閲戣瀺棰嗗煙</span>錛氭敹鐩婃洸綰褲�佸鏅瘮鐜囷紙Sharpe Ratio錛夈�?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">璁＄畻鏈鴻瑙?/span>錛歮AP錛坢ean Average Precision錛夈�両oU錛圛ntersection over Union錛夈�?/li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">8.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">浜虹被璇勪及</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">浜哄伐璇勫垎</span>錛氶�氳繃浜哄伐璇勪及鐢熸垚緇撴灉鐨勮川閲忥紙濡傛祦鐣呮�с�佺浉鍏蟲�с�佸噯紜�э級銆?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鐢ㄦ埛婊℃剰搴?/span>錛氶�氳繃鐢ㄦ埛鍙嶉璇勪及妯″瀷鐨勫疄闄呮晥鏋溿�?/li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">9.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">妯″瀷瀵規(guī)瘮</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">鍩虹嚎瀵規(guī)瘮</span>錛氫笌鏈井璋冪殑妯″瀷鎴栧熀綰挎ā鍨嬭繘琛屾�ц兘瀵規(guī)瘮銆?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">娑堣瀺瀹為獙</span>錛氳瘎浼板井璋冭繃紼嬩腑涓嶅悓緇勪歡錛堝鏁版嵁銆佽秴鍙傛暟錛夊鎬ц兘鐨勫獎鍝嶃�?/li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
<h3 style="padding: 0px; margin: 24px 0px 16px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600); line-height: 1.25; font-size: 1.25em; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif;">10.&nbsp;<span style="padding: 0px; margin: 0px; box-sizing: border-box; font-weight: var(--base-text-weight-semibold,600);">緇煎悎璇勪及</span></h3>
<ul style="padding: 0px 0px 0px 2em; margin: 0px 0px 16px; box-sizing: border-box; list-style: outside; caret-color: #232d36; color: #232d36; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;">
     <li style="padding: 0px; margin: 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">澶氭寚鏍囩患鍚?/span>錛氭牴鎹換鍔￠渶姹傦紝緇撳悎澶氫釜鎸囨爣榪涜緇煎悎璇勪及銆?/li>
     <li style="padding: 0px; margin: 0.25em 0px 0px; box-sizing: border-box;"><span style="padding: 0px; margin: 0px; box-sizing: border-box;">浠誨姟鐗瑰畾鎸囨爣</span>錛氶拡瀵圭壒瀹氫換鍔¤璁¤嚜瀹氫箟鎸囨爣銆?/li>
</ul>
<hr style="padding: 0px; margin: 24px 0px; box-sizing: content-box; background-image: none; background-position: 0% 0%; background-size: auto; background-repeat: repeat; background-attachment: scroll; background-origin: padding-box; background-clip: border-box; height: 0.25em; border: 0px; font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, &quot;Segoe UI&quot;, Rototo, Helvetica, Arial, sans-serif; font-size: 15px;" />
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