SOTA Reranking benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
TREC DL 2020	RankZephyr	NDCG@1070.86	132	2mo ago
TREC DL 2019 v1 (test)	HeapSort	NDCG@1069.82	108	2mo ago
TREC DL 2019 (test)	HeapSort	NDCG@1071.52	108	2mo ago
MS MARCO (dev)	RocketQAv2-reranker + HybRank	MRR@1041.4	71	4mo ago
TREC 2020 (test)	RankZephyr-7B	NDCG@1070.9	55	4mo ago
TREC	Cross-Encoder + LCR	NDCG@5 (DL19)74.45	35	4mo ago
BEIR	RankT5 + LCR	NQ NDCG@50.5106	35	4mo ago
Amazon Books	UniRank	Precision88.3	22	2mo ago
MTEB 8-task suite	Querit/Querit-Reranker-4B	Average Reranking Score65.61	20	1mo ago
MTEB eng v2	Qwen/Qwen3-Embedding-8B	Ask Score70.2	20	1mo ago
MTEB multilingual v2	Qwen/Qwen3-Embedding-4B	Allo Score85.13	20	1mo ago
BEIR (test)	Mohajer+Bubble (Randomized)	Covid Score78.5	19	2mo ago
SciRAG-SSLI hard 1.0 (test)	DeepEra	Hit Rate @ 166.6	19	4mo ago
SciRAG-SSLI easy 1.0 (test)	DeepEra	Hit Rate @ 156.2	19	4mo ago
MMTEB		Allo Score85.4	16	1mo ago
StackOverflow (test)	MultiCSR-r	MAP40.92	16	4mo ago
SciDocs (test)	SynCSE-r	MAP72.22	16	4mo ago
MindSmall (test)	MultiCSR-r	MAP30.68	16	4mo ago
AskUbuntu (test)	SynCSE	MAP55.22	16	4mo ago
Natural Questions (test)	RocketQA-reranker + HybRank	Recall@159.83	16	4mo ago
Natural Questions (NQ) (test)	HybRank	R@159.83	16	4mo ago
CNN DailyMail		R-152.43	15	4mo ago
BEIR	Qwen3-Reranker-8B	NDCG@10 (Avg)65.11	14	1mo ago
Economics	SCIPATTON	NDCG@552.12	14	4mo ago
Geology	SCIPATTON	NDCG@563.71	14	4mo ago

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