RankLLM
Collection
Listwise Rerankers courtesy of castorini!
•
11 items
•
Updated
•
3
Reranking top 100 retrieval results of DL tracks with SPLADE++ EnsemBleDistil as first stage retriever.
nDCG@10 | DL19 | DL20 | DL21 | DL22 | DL23 | Average |
---|---|---|---|---|---|---|
First Stage | ||||||
SPLADE++_EnsemBleDistil_ONNX | 0.7308 | 0.7197 | 0.6851 | 0.5698 | 0.4727 | 0.6356 |
Zero Shot | ||||||
Qwen3-0.6B think | 0.7084 | 0.7047 | 0.6952 | 0.5723 | 0.4844 | 0.6330 |
Qwen3-0.6B no think | 0.5816 | 0.5276 | 0.5971 | 0.4546 | 0.3833 | 0.5088 |
Qwen3-1.7B think | 0.7377 | 0.7054 | 0.6849 | 0.5884 | 0.4896 | 0.6412 |
Qwen3-1.7B no think | 0.7037 | 0.6144 | 0.6572 | 0.5455 | 0.3974 | 0.5836 |
Qwen3-4B think | 0.7620 | 0.7544 | 0.7382 | 0.6210 | 0.5381 | 0.6827 |
Qwen3-4B no think | 0.7613 | 0.7266 | 0.7259 | 0.6282 | 0.5535 | 0.6791 |
Qwen3-8B think | 0.7499 | 0.7496 | 0.7539 | 0.6676 | 0.5959 | 0.7034 |
Qwen3-8B no think | 0.7740 | 0.7585 | 0.7469 | 0.6471 | 0.5612 | 0.6975 |
Qwen3-14B think | 0.7403 | 0.7638 | 0.7530 | 0.6854 | 0.6150 | 0.7115 |
Qwen3-14B no think | 0.7745 | 0.7740 | 0.7600 | 0.6931 | 0.6090 | 0.7221 |
Qwen3-32B think | 0.7458 | 0.7692 | 0.7510 | 0.6898 | 0.6337 | 0.7179 |
Qwen3-32B no think | 0.7656 | 0.7680 | 0.7642 | 0.7113 | 0.5950 | 0.7208 |
Finetuned | ||||||
FirstQwen3-0.6B | 0.7764 | 0.7720 | 0.7263 | 0.6665 | 0.5579 | 0.6998 |
FirstQwen3-1.7B | 0.7663 | 0.7934 | 0.7542 | 0.6986 | 0.5762 | 0.7177 |
FirstQwen3-4B | 0.7699 | 0.7893 | 0.7524 | 0.7007 | 0.6184 | 0.7261 |
FirstQwen3-8B | 0.7746 | 0.8104 | 0.7555 | 0.7156 | 0.6398 | 0.7392 |
FirstQwen3-14B | 0.7654 | 0.8062 | 0.7718 | 0.7094 | 0.6083 | 0.7322 |