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RAG錛圧etrieval-Augmented Generation錛夎瘎嫻嬮潰 PDF 涓嬭澆
鐩稿叧鎴浘錛?/strong>
![]() 涓昏鍐呭錛?/strong>
涓€銆佷負浠€涔堥渶瑕?瀵?/strong> RAG 榪涜璇勬祴錛?/strong>
鍦ㄦ帰绱㈠拰浼樺寲 RAG錛堟绱㈠寮虹敓鎴愬櫒錛夌殑榪囩▼涓紝濡備綍鏈夋晥璇勪及鍏舵€ц兘宸茬粡鎴愪負鍏抽敭闂銆?/span>
浜屻€佸浣曞悎鎴?/strong> RAG 嫻嬭瘯闆嗭紵
鍋囪浣犲凡緇忔垚鍔熸瀯寤轟簡涓€涓?/span>RAG 緋葷粺錛屽茍涓旂幇鍦ㄦ兂瑕佽瘎浼板畠鐨勬€ц兘銆備負浜嗚繖涓洰鐨勶紝浣犻渶瑕佷竴涓?/span>
璇勪及鏁版嵁闆嗭紝璇ユ暟鎹泦鍖呭惈浠ヤ笅鍒楋細
• question錛堥棶棰橈級錛氭兂瑕佽瘎浼扮殑RAG鐨勯棶棰?/span>
• ground_truths錛堢湡瀹炵瓟妗堬級錛氶棶棰樼殑鐪熷疄絳旀
• answer錛堢瓟妗堬級錛?/span>RAG 棰勬祴鐨勭瓟妗?/span>
• contexts錛堜笂涓嬫枃錛夛細RAG 鐢ㄤ簬鐢熸垚絳旀鐨勭浉鍏充俊鎭垪琛?/span>
鍓嶄袱鍒椾唬琛ㄧ湡瀹炴暟鎹紝鏈€鍚庝袱鍒椾唬琛?/span> RAG 棰勬祴鏁版嵁銆?/span>
瑕佸垱寤鴻繖鏍風殑鏁版嵁闆嗭紝鎴戜滑棣栧厛闇€瑕佺敓鎴愰棶棰樺拰絳旀鐨勫厓緇勩€?/span>
鎺ヤ笅鏉ワ紝鍦?/span>RAG涓婅繍琛岃繖浜涢棶棰樹互鑾峰緱棰勬祴緇撴灉銆?/span>
• 鐢熸垚闂鍜屽熀鍑嗙瓟妗堬紙瀹炶返涓彲鑳戒細鍑虹幇鍋忓樊錛?/span>
瑕佺敓鎴愶紙闂銆佺瓟妗堬級鍏冪粍錛屾垜浠鍏堥渶瑕佸噯澶?/span> RAG 鏁版嵁錛屾垜浠皢鍏舵媶鍒嗕負鍧楋紝騫跺皢鍏跺祵鍏ュ悜閲?/span>
鏁版嵁搴撲腑銆?瀹屾垚榪欎簺姝ラ鍚庯紝鎴戜滑浼氭寚紺?/span> LLM 浠庢寚瀹氫富棰樹腑鐢熸垚 num_questions 涓棶棰橈紝浠庤€屽緱
鍒伴棶棰樺拰絳旀鍏冪粍銆?/span>
涓轟簡浠庣粰瀹氱殑涓婁笅鏂囦腑鐢熸垚闂鍜岀瓟妗堬紝鎴戜滑闇€瑕佹寜鐓т互涓嬫楠ゆ搷浣滐細
1. 閫夋嫨涓€涓殢鏈哄潡騫跺皢鍏朵綔涓烘牴涓婁笅鏂?/span>
2. 浠庡悜閲忔暟鎹簱涓绱?/span> K 涓浉浼肩殑涓婁笅鏂?/span>
3. 灝嗘牴涓婁笅鏂囧拰鍏?/span> K 涓浉閭諱笂涓嬫枃鐨勬枃鏈繛鎺ヨ搗鏉ヤ互鏋勫緩涓€涓洿澶х殑涓婁笅鏂?/span>
4. 浣跨敤榪欎釜澶х殑涓婁笅鏂囧拰 num_questions 鍦ㄤ互涓嬬殑鎻愮ず妯℃澘涓敓鎴愰棶棰樺拰絳旀
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