Passage Reranking on TREC-DL 19
76.65nDCG@10RankFlow
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RankFlowLLM=GPT-4, Supervision Status=Unsupervised2025.02 | 76.65 | 83.33 | 79.44 | |
| RankGPT-4LLM=GPT-4, Supervision Status=Unsupervised2025.02 | 74.89 | 80.62 | 77.83 | |
| RankZephyrLLM=Zephyr (7B), Supervision Status=Supervised2025.02 | 74.2 | — | — | |
| PRPLLM=FLAN-UL2 (20B), Supervision Status=Unsupervised2025.02 | 72.65 | 78.29 | 75.49 | |
| monoT5LLM=T5 (3B), Supervision Status=Supervised2025.02 | 71.83 | 79.04 | 73.74 | |
| RankT5LLM=T5 (3B), Supervision Status=Supervised2025.02 | 71.22 | 77.38 | 73.94 | |
| RGLLM=FLAN-UL2 (20B), Supervision Status=Unsupervised2025.02 | 64.61 | 70.93 | 66.81 | |
| BM25LLM=-2025.02 | 50.58 | 54.26 | 52.78 |