#ModelNDCG@10Paper
1E2Rank-8b80.91link
2E2Rank-8b+Rerank78.99link
3RankQwen3-8B78.96link
4E2Rank-4b78.94link
5E2Rank-4b+Rerank78.48link
6RankQwen3-4B76.37link
7w/o InfoNCE in Stage II74.27link
8E2Rank-0.6B73.43link
9w/o Stage I73.18link
10E2Rank-0.6b+Rerank72.95link
11w/o Listwise in Stage II72.44link
12w/o RankNet in Stage II71.95link
13RankQwen3-0.6B71.01link
14w/ only Stage I70.08link
15BM2567.89link
16MNRL + hard neg (v2)0.69link
17ColBERTv2 (published)0.69link
18BGE-base untrained (110M, 768d)0.69link
19MNRL batch-only (v1)0.68link
20BM25 / Elasticsearch0.67link
21BGE-small base0.65link
22vstash hybrid RRF (BGE-small base)0.65link
23TripletLoss (76K, 3ep)0.06link
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