Quotation Recommendation on QuoteR
3.9NoveltyLR + GPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LR + GPTRetrieval Strategy=Label-enhanced Retrieval, Reranker=GPT2025.12 | 3.9 | 3.8 | 3.85 | |
| LR + OursRetrieval Strategy=Label-enhanced Retrieval, Reranker=Ours2025.12 | 3.88 | 3.86 | 3.88 | |
| LR + Qwen3-ReRetrieval Strategy=Label-enhanced Retrieval, Reranker=Qwen3-Reranker2025.12 | 3.85 | 3.9 | 3.88 | |
| LR + w/o RerankerRetrieval Strategy=Label-enhanced Retrieval, Reranker=None2025.12 | 3.78 | 3.96 | 3.87 | |
| LR + Bge-largeRetrieval Strategy=Label-enhanced Retrieval, Reranker=Bge-large2025.12 | 3.75 | 4 | 3.88 | |
| LR + bm25Retrieval Strategy=Label-enhanced Retrieval, Reranker=bm252025.12 | 3.64 | 3.95 | 3.8 | |
| QR + w/o RerankerRetrieval Strategy=Quote-based Retrieval, Reranker=None2025.12 | 3.59 | 3.93 | 3.76 | |
| QuoteR (Bert-based)Model Category=Model-based Quotation Generation2025.12 | 3.55 | 3.77 | 3.66 | |
| QUILLRetrieval Strategy=Quote-based Retrieval2025.12 | 3.42 | 3.9 | 3.66 | |
| LLM (GPT-based)Model Category=Model-based Quotation Generation2025.12 | 2.85 | 3 | 2.93 |