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@@ -126,6 +126,10 @@ Cross-Encoder (Reranker)
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  | gte-multilingual-reranker-base | 0.7281 | 0.7281 | 0.7281 |
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  | jina-reranker-v2-base-multilingual | 0.8070 | 0.8070 | 0.8070 |
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  | bge-reranker-v2-m3 | 0.8772 | 0.8772 | 0.8772 |
 
 
 
 
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  | **bge-reranker-v2-m3-ko** | **0.9123** | **0.9123** | **0.9123** |
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@@ -161,42 +165,10 @@ Cross-Encoder (Reranker)
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  | gte-multilingual-reranker-base | 0.4605 | 0.9211 | 0.3070 |
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  | jina-reranker-v2-base-multilingual | 0.4649 | 0.9298 | 0.3099 |
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  | bge-reranker-v2-m3 | 0.4781 | 0.9561 | 0.3187 |
 
 
 
 
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  | **bge-reranker-v2-m3-ko** | **0.4825** | **0.9649** | **0.3216** |
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- **Top-k 5**
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-
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- Bi-Encoder (Sentence Transformer)
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-
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- | Model name | F1 | Recall | Precision |
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- |---------------------------------------|------------|------------|------------|
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- | paraphrase-multilingual-mpnet-base-v2 | 0.1813 | 0.5439 | 0.1088 |
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- | KoSimCSE-roberta | 0.2164 | 0.6491 | 0.1298 |
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- | Cohere embed-multilingual-v3.0 | 0.2076 | 0.6228 | 0.1246 |
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- | openai ada 002 | 0.2602 | 0.7807 | 0.1561 |
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- | multilingual-e5-large-instruct | 0.2544 | 0.7632 | 0.1526 |
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- | Upstage Embedding | 0.2982 | 0.8947 | 0.1789 |
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- | paraphrase-multilingual-MiniLM-L12-v2 | 0.1637 | 0.4912 | 0.0982 |
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- | openai_embed_3_small | 0.2690 | 0.8070 | 0.1614 |
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- | ko-sroberta-multitask | 0.2164 | 0.6491 | 0.1298 |
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- | openai_embed_3_large | 0.2807 | 0.8421 | 0.1684 |
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- | KU-HIAI-ONTHEIT-large-v1 | 0.3041 | 0.9123 | 0.1825 |
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- | KU-HIAI-ONTHEIT-large-v1.1 | **0.3099** | **0.9298** | **0.1860** |
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- | kf-deberta-multitask | 0.2281 | 0.6842 | 0.1368 |
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- | gte-multilingual-base | 0.2865 | 0.8596 | 0.1719 |
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- | KoE5 | 0.2982 | 0.8947 | 0.1789 |
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- | BGE-m3 | 0.3041 | 0.9123 | 0.1825 |
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- | bge-m3-korean | 0.2661 | 0.7982 | 0.1596 |
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- | **BGE-m3-ko** | **0.3099** | **0.9298** | **0.1860** |
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- Cross-Encoder (Reranker)
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-
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- | Model name | F1 | Recall | Precision |
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- |---------------------------------------|------------|------------|------------|
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- | gte-multilingual-reranker-base | 0.3158 | 0.9474 | 0.1895 |
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- | jina-reranker-v2-base-multilingual | 0.3129 | 0.9386 | 0.1877 |
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- | bge-reranker-v2-m3 | **0.3216** | **0.9649** | **0.1930** |
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- | **bge-reranker-v2-m3-ko** | **0.3216** | **0.9649** | **0.1930** |
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  | gte-multilingual-reranker-base | 0.7281 | 0.7281 | 0.7281 |
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  | jina-reranker-v2-base-multilingual | 0.8070 | 0.8070 | 0.8070 |
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  | bge-reranker-v2-m3 | 0.8772 | 0.8772 | 0.8772 |
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+ | upskyy/ko-reranker-8k | 0.8684| 0.8684 | 0.8684 |
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+ | upskyy/ko-reranker | 0.8333| 0.8333 | 0.8333 |
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+ | mncai/bge-ko-reranker-560M | 0.0088| 0.0088 | 0.0088 |
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+ | Dongjin-kr/ko-reranker | 0.8509| 0.8509 | 0.8509 |
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  | **bge-reranker-v2-m3-ko** | **0.9123** | **0.9123** | **0.9123** |
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  | gte-multilingual-reranker-base | 0.4605 | 0.9211 | 0.3070 |
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  | jina-reranker-v2-base-multilingual | 0.4649 | 0.9298 | 0.3099 |
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  | bge-reranker-v2-m3 | 0.4781 | 0.9561 | 0.3187 |
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+ | upskyy/ko-reranker-8k | 0.4781| 0.9561 | 0.3187 |
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+ | upskyy/ko-reranker | 0.4649| 0.9298 | 0.3099 |
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+ | mncai/bge-ko-reranker-560M | 0.0044| 0.0088 | 0.0029 |
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+ | Dongjin-kr/ko-reranker | 0.4737| 0.9474 | 0.3158 |
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  | **bge-reranker-v2-m3-ko** | **0.4825** | **0.9649** | **0.3216** |
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