Document Reranking on BEIR (test) benchmark leaderboard · SOTA2 Research

Document Reranking on BEIR (test)

0.378NDCG@10 (NFCorpus)MonoT5-base

Evaluation Results

Method	Links
MonoT5-base2026.05		0.378	0.154	0.376	0.476	0.796	0.675	0.476	3.1	600	—	—
DART2026.05		0.354	0.205	0.389	0.605	0.67	0.719	0.49	2.1	10	—	—
InstUPR2026.05		0.352	0.19	0.398	—	0.73	0.713	0.477	2.6	200	—	—
ICR2026.05		0.347	0.171	0.381	—	0.728	0.761	0.478	0.8	200	—	—
PRF-Vec2026.05		0.347	0.203	0.371	0.602	0.663	0.71	0.483	0.3	2	—	—
ASRank2026.05		0.346	0.184	0.352	0.478	0.737	0.71	0.468	3.8	200	—	—
PRF-Vec2026.05		0.341	0.201	0.362	0.585	0.671	0.704	0.477	1	1	—	—
ColBERTv22026.05		0.338	0.154	0.356	0.463	0.738	0.693	0.457	7.3	80	—	—
BM252026.06		0.338	0.149	0.236	—	0.595	0.679	0.354	—	—	0.165	0.318
Dense Retrieval (BGE-small)2026.05		0.337	0.197	0.385	0.595	0.665	0.72	0.483	0	1	—	—
SPLADEv22026.05		0.334	0.158	0.336	0.479	0.71	0.693	0.452	8.3	—	—	—
ICR2026.06		0.332	0.162	0.31	—	0.639	0.724	0.384	—	—	0.206	0.314
ICR2026.06		0.327	0.164	0.27	—	0.661	0.711	0.383	—	—	0.196	0.353
Corehead2026.06		0.325	0.145	0.306	—	0.677	0.7	0.381	—	—	0.193	0.324
TAS-B2026.05		0.319	0.149	0.3	0.427	0.481	0.643	0.387	19.7	—	—	—
CompRank2026.06		0.317	0.143	0.317	—	0.812	0.642	0.392	—	—	0.166	0.348
RankGPT2026.06		0.31	0.147	0.241	—	0.606	0.655	0.351	—	—	0.167	0.329
ColBERT2026.05		0.305	0.145	0.317	0.233	0.677	0.671	0.391	19.9	—	—	—
BM25 Rerank2026.05		0.302	0.156	0.22	0.371	0.685	0.588	0.387	21.2	2	—	—
RocketQAv22026.05		0.293	0.131	0.302	0.451	0.675	0.568	0.403	18.7	—	—	—
MoDIR2026.05		0.244	0.124	0.296	0.418	0.676	0.502	0.377	24.4	—	—	—
ANCE2026.05		0.237	0.122	0.295	0.415	0.654	0.507	0.372	25.4	—	—	—
DPR-MSMARCO2026.05		0.208	0.108	0.275	0.414	0.561	0.478	0.341	31.9	—	—	—