Quotation Recommendation on QUILL
3.79NoveltyLR + Ours
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LR + OursRetrieval Strategy=Label-enhanced Retrieval, Reranker=Ours2025.12 | 3.79 | 4.38 | 4.09 | |
| LR + GPTRetrieval Strategy=Label-enhanced Retrieval, Reranker=GPT2025.12 | 3.77 | 4.25 | 4.01 | |
| LR + Qwen3-ReRetrieval Strategy=Label-enhanced Retrieval, Reranker=Qwen3-Reranker2025.12 | 3.75 | 4.35 | 4 | |
| LR + w/o RerankerRetrieval Strategy=Label-enhanced Retrieval, Reranker=None2025.12 | 3.63 | 4.26 | 3.95 | |
| LR + bm25Retrieval Strategy=Label-enhanced Retrieval, Reranker=bm252025.12 | 3.6 | 4.3 | 3.98 | |
| LR + Bge-largeRetrieval Strategy=Label-enhanced Retrieval, Reranker=Bge-large2025.12 | 3.6 | 4.33 | 3.97 | |
| QuoteR (Bert-based)Model Category=Model-based Quotation Generation2025.12 | 3.55 | 4.08 | 3.82 | |
| QR + w/o RerankerRetrieval Strategy=Quote-based Retrieval, Reranker=None2025.12 | 3.46 | 4.04 | 3.8 | |
| QUILLRetrieval Strategy=Quote-based Retrieval2025.12 | 3.32 | 4.11 | 3.72 | |
| LLM (GPT-based)Model Category=Model-based Quotation Generation2025.12 | 2.76 | 3.1 | 2.93 |