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Document Reranking on BEIR (test)

0.378NDCG@10 (NFCorpus)

MonoT5-base

Updated 1mo ago

Evaluation Results

Method	Links
MonoT5-base 2026.05		0.378	0.154	0.376	0.476	0.796	0.675	0.476	3.1	600	-	-
DART 2026.05		0.354	0.205	0.389	0.605	0.67	0.719	0.49	2.1	10	-	-
InstUPR 2026.05		0.352	0.19	0.398	-	0.73	0.713	0.477	2.6	200	-	-
ICR 2026.05		0.347	0.171	0.381	-	0.728	0.761	0.478	0.8	200	-	-
PRF-Vec 2026.05		0.347	0.203	0.371	0.602	0.663	0.71	0.483	0.3	2	-	-
ASRank 2026.05		0.346	0.184	0.352	0.478	0.737	0.71	0.468	3.8	200	-	-
PRF-Vec 2026.05		0.341	0.201	0.362	0.585	0.671	0.704	0.477	1	1	-	-
ColBERTv2 2026.05		0.338	0.154	0.356	0.463	0.738	0.693	0.457	7.3	80	-	-
BM25 2026.06		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	-	-
SPLADEv2 2026.05		0.334	0.158	0.336	0.479	0.71	0.693	0.452	8.3	-	-	-
ICR 2026.06		0.332	0.162	0.31	-	0.639	0.724	0.384	-	-	0.206	0.314
ICR 2026.06		0.327	0.164	0.27	-	0.661	0.711	0.383	-	-	0.196	0.353
Corehead 2026.06		0.325	0.145	0.306	-	0.677	0.7	0.381	-	-	0.193	0.324
TAS-B 2026.05		0.319	0.149	0.3	0.427	0.481	0.643	0.387	19.7	-	-	-
CompRank 2026.06		0.317	0.143	0.317	-	0.812	0.642	0.392	-	-	0.166	0.348
RankGPT 2026.06		0.31	0.147	0.241	-	0.606	0.655	0.351	-	-	0.167	0.329
ColBERT 2026.05		0.305	0.145	0.317	0.233	0.677	0.671	0.391	19.9	-	-	-
BM25 Rerank 2026.05		0.302	0.156	0.22	0.371	0.685	0.588	0.387	21.2	2	-	-
RocketQAv2 2026.05		0.293	0.131	0.302	0.451	0.675	0.568	0.403	18.7	-	-	-
MoDIR 2026.05		0.244	0.124	0.296	0.418	0.676	0.502	0.377	24.4	-	-	-
ANCE 2026.05		0.237	0.122	0.295	0.415	0.654	0.507	0.372	25.4	-	-	-
DPR-MSMARCO 2026.05		0.208	0.108	0.275	0.414	0.561	0.478	0.341	31.9	-	-	-