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ResearchFormerly WizWand

Information Retrieval on SCIDOCS (test)

16.7NDCG@10Our Model
7.349.7712.214.63Dec 5, 2022Apr 1, 2023Jul 27, 2023Nov 21, 2023Mar 17, 2024Jul 12, 2024Nov 7, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Our ModelRetriever Type=Inference-free Sparse Retriever2024.1116.7
BM25Retriever Type=Inference-free Sparse Retriever2024.1116.5
ContrieverRetriever Type=Dense Retriever2024.1116.5
ContrieverProtocol=Additional training2022.1216.5
SPLADE++-SelfDistilRetriever Type=Sparse Retriever2024.1115.8
BM25Protocol=Zero-shot performance2022.1215.8
ReAttProtocol=Additional training2022.1215.8
ColBERT-NQProtocol=Zero-shot performance2022.1215.6
ColBERTv2Retriever Type=Dense Retriever2024.1115.4
SPLADE-v3-DocRetriever Type=Inference-free Sparse Retriever2024.1115.2
TAS-BRetriever Type=Dense Retriever2024.1114.9
SPLADE-v3-DistilRetriever Type=Sparse Retriever2024.1114.8
ReAttProtocol=Zero-shot performance2022.1214.8
SPLADE-doc-distillRetriever Type=Inference-free Sparse Retriever2024.1114.7
ANCEProtocol=Zero-shot performance2022.1212.2
DPRProtocol=Zero-shot performance2022.127.7