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library_name: transformers
tags:
  - cross-encoder

Model Card for Model ID

Evaluation

BEIR (NDCG@10)

Cross Encoders rerank top100 BM25 results

nq* fever* fiqa trec-covid scidocs scifact nfcorpus hotpotqa dbpedia-entity quora climate-fever
bm25 0.305 0.638 0.238 0.589 0.150 0.676 0.318 0.629 0.319 0.787 0.163
jina-reranker-v1-turbo-en 0.533 0.852 0.336 0.774 0.166 0.739 0.353 0.745 0.421 0.858 0.233
bge-reranker-v2-m3 0.597 0.857 0.397 0.784 0.169 0.731 0.336 0.794 0.445 0.858 0.314
mxbai-rerank-base-v1 0.535 0.767 0.382 0.830 0.171 0.719 0.353 0.668 0.416 0.747 0.253
ms-marco-MiniLM-L-6-v2 0.523 0.801 0.349 0.741 0.164 0.688 0.349 0.724 0.445 0.825 0.244
MiniLM-L-6-rerank-reborn 0.580 0.867 0.364 0.738 0.165 0.750 0.350 0.775 0.444 0.871 0.309
  • Training splits of NQ and Fever were used as part of the training data.