List your company
ResearchFormerly WizWand

Reranking on TREC 2020 (test)

70.9NDCG@10RankZephyr-7B
30.13240.71651.361.884May 16, 2023Oct 27, 2023Apr 9, 2024Sep 21, 2024Mar 4, 2025Aug 16, 2025Jan 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
RankZephyr-7BTraining=LLM-distil., Scale (%)=1002026.0170.9
RocketQAv2-reranker + HybRankreranking_extension=HybRank2023.0570.71
RocketQAv2-rerankerreranking=HybRank2023.0570.71
RankGPTTraining=GPT-42026.0170.6
Rank-Nexus-2BTraining=LLM-distil., Scale (%)=7.52026.0170
RocketQA-reranker + HybRankreranking_extension=HybRank2023.0569.85
RocketQA-rerankerreranking=HybRank2023.0569.85
RocketQAv2-rerankerreranking_extension=none2023.0569.47
RocketQAv2-rerankerreranking=None2023.0569.47
Setwise-Rank-R1-7BTraining=SFT, Scale (%)=182026.0169.2
Rank-R1-14BTraining=RL, Scale (%)=182026.0169.1
Setwise-Rank-R1-14BTraining=SFT, Scale (%)=182026.0168.9
Rank-R1-7BTraining=RL, Scale (%)=182026.0168.5
ListT5-baseTraining=SFT, Scale (%)=1002026.0168.1
RocketQAv2-retriever + HybRankreranking_extension=HybRank2023.0567.87
RocketQAv2-retrieverreranking=HybRank2023.0567.87
RocketQA-rerankerreranking_extension=none2023.0567.66
RocketQA-rerankerreranking=None2023.0567.66
RocketQA-retriever + HybRankreranking_extension=HybRank2023.0567.25
RocketQA-retrieverreranking=HybRank2023.0567.25
Setwise-Rank-R1-3BTraining=SFT, Scale (%)=182026.0167.2
TCT-ColBERT-v1 + HybRankreranking_extension=HybRank2023.0566.91
TCT-ColBERT-v1reranking=HybRank2023.0566.91
Rank-R1-3BTraining=RL, Scale (%)=182026.0166.8
DistilBERT-KD + HybRankreranking_extension=HybRank2023.0566.71
DistilBERT-KDreranking=HybRank2023.0566.71
TAS-B + HybRankreranking_extension=HybRank2023.0566.53
TAS-Breranking=HybRank2023.0566.53
TCT-ColBERT-v2 + HybRankreranking_extension=HybRank2023.0566.35
TCT-ColBERT-v2reranking=HybRank2023.0566.35
Rank-R1-7BTraining=Zeroshot, Scale (%)=1002026.0166.2
RankVicuna-7bTraining=Zeroshot, Scale (%)=1002026.0166.1
Rank-R1-14BTraining=Zeroshot, Scale (%)=1002026.0165.2
Setwise-14BTraining=Zeroshot, Scale (%)=1002026.0164.8
TCT-ColBERT-v2reranking_extension=none2023.0564.32
TCT-ColBERT-v2reranking=None2023.0564.32
TAS-Breranking_extension=none2023.0563.89
TAS-Breranking=None2023.0563.89
RocketQA-retrieverreranking_extension=none2023.0563.74
RocketQA-retrieverreranking=None2023.0563.74
ANCE + HybRankreranking_extension=HybRank2023.0563.7
ANCEreranking=HybRank2023.0563.7
Setwise-Rank-R1-7BTraining=Zeroshot, Scale (%)=1002026.0163.6
RocketQAv2-retrieverreranking_extension=none2023.0563.04
RocketQAv2-retrieverreranking=None2023.0563.04
RankGPT(GPT-3.5)Training=GPT-3.52026.0162.9
TCT-ColBERT-v1reranking_extension=none2023.0561.03
TCT-ColBERT-v1reranking=None2023.0561.03
DistilBERT-KDreranking_extension=none2023.0560.58
DistilBERT-KDreranking=None2023.0560.58
ANCEreranking_extension=none2023.0560
ANCEreranking=None2023.0560
Rank-R1-3BTraining=Zeroshot, Scale (%)=1002026.0153.8
BM25Training=Zeroshot, Scale (%)=1002026.0148
Setwise-Rank-R1-3BTraining=Zeroshot, Scale (%)=1002026.0131.7