jinaai/jina-colbert-v2 (Encode)
Benchmarks
CQADupstackPhysicsRetrieval
Quality
ndcg at 10 0.4047
map at 10 0.3496
mrr at 10 0.4005
Performance L4 b1 c16
Corpus TPS 24.9K
Corpus p50 81.3ms
Query TPS 3.0K
Query p50 55.9ms
CosQA
Quality
ndcg at 10 0.2607
map at 10 0.2037
mrr at 10 0.1946
Performance L4 b1 c16
Corpus TPS 13.9K
Corpus p50 63.3ms
Query TPS 1.5K
Query p50 59.7ms
FiQA2018
Quality
ndcg at 10 0.4051
map at 10 0.3240
mrr at 10 0.4875
Performance L4 b1 c16
Corpus TPS 27.1K
Corpus p50 93.4ms
Query TPS 3.0K
Query p50 59.5ms
LegalBenchConsumerContractsQA
Quality
ndcg at 10 0.7615
map at 10 0.7107
mrr at 10 0.7116
Performance L4 b1 c16
Corpus TPS 30.7K
Corpus p50 259.5ms
Query TPS 3.4K
Query p50 60.1ms
NFCorpus
Quality
ndcg at 10 0.3583
map at 10 0.1422
mrr at 10 0.5724
Performance L4 b1 c16
Corpus TPS 33.2K
Corpus p50 146.1ms
Query TPS 1.5K
Query p50 55.3ms
NanoFiQA2018Retrieval
Quality
ndcg at 10 0.5208
map at 10 0.4318
mrr at 10 0.5644
Performance L4 b1 c16
Corpus TPS 28.9K
Corpus p50 77.4ms
Query TPS 2.6K
Query p50 49.5ms
SCIDOCS
Quality
ndcg at 10 0.1779
map at 10 0.1045
mrr at 10 0.3091
Performance L4 b1 c16
Corpus TPS 28.5K
Corpus p50 105.7ms
Query TPS 2.9K
Query p50 57.3ms
SciFact
Quality
ndcg at 10 0.6702
map at 10 0.6266
mrr at 10 0.6391
Performance L4 b1 c16
Corpus TPS 30.9K
Corpus p50 137.3ms
Query TPS 4.8K
Query p50 56.4ms
StackOverflowQA
Quality
ndcg at 10 0.6085
map at 10 0.5717
mrr at 10 0.5717
Performance L4 b1 c16
Corpus TPS 27.4K
Corpus p50 127.2ms
Query TPS 58.2K
Query p50 80.3ms