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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
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Safetensors
Model size
15B params
Tensor type
BF16
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Collection including castorini/first_qwen3_14b