metadata
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.