NovaSearch/stella_en_400M_v5
We released a Jasper and Stella model technology report and code.(2025.1)
Benchmarks
CQADupstackPhysicsRetrieval
Duplicate question retrieval from StackExchange Physics
Corpus: 38,314 Queries: 1,039
Quality
ndcg at 10 0.4836
map at 10 0.4156
mrr at 10 0.4717
Performance L4 b1 c16
Corpus TPS 24.3K
Corpus p50 84.2ms
Query TPS 2.5K
Query p50 56.9ms
CosQA
Code search with natural language queries
Corpus: 6,267 Queries: 500
Quality
ndcg at 10 0.3216
map at 10 0.2529
mrr at 10 0.2719
Performance L4 b1 c16
Corpus TPS 12.8K
Corpus p50 67.0ms
Query TPS 1.4K
Query p50 59.0ms
FiQA2018
Financial opinion mining and question answering
Corpus: 57,599 Queries: 648
Quality
ndcg at 10 0.5589
map at 10 0.4742
mrr at 10 0.6391
Performance L4 b1 c16
Corpus TPS 24.7K
Corpus p50 97.7ms
Query TPS 2.6K
Query p50 59.9ms
LegalBenchConsumerContractsQA
Question answering on consumer contracts
Corpus: 153 Queries: 396
Quality
ndcg at 10 0.8107
map at 10 0.7633
mrr at 10 0.7645
Performance L4 b1 c16
Corpus TPS 39.7K
Corpus p50 209.7ms
Query TPS 3.6K
Query p50 61.0ms
NFCorpus
Biomedical literature search from NutritionFacts.org
Corpus: 3,593 Queries: 323
Quality
ndcg at 10 0.4125
map at 10 0.1615
mrr at 10 0.6096
Performance L4 b1 c16
Corpus TPS 30.3K
Corpus p50 164.6ms
Query TPS 1.1K
Query p50 68.1ms
NanoFiQA2018Retrieval
Smaller subset of the FiQA financial QA dataset
Quality
ndcg at 10 0.6158
map at 10 0.5412
mrr at 10 0.6537
Performance L4 b1 c16
Corpus TPS 25.2K
Corpus p50 103.9ms
Query TPS 2.7K
Query p50 58.3ms
SCIDOCS
Citation prediction, document classification, and recommendation for scientific papers
Corpus: 25,656 Queries: 1,000
Quality
ndcg at 10 0.2501
map at 10 0.1523
mrr at 10 0.4130
Performance L4 b1 c16
Corpus TPS 27.1K
Corpus p50 115.7ms
Query TPS 2.6K
Query p50 57.4ms
SciFact
Scientific claim verification using research literature
Corpus: 5,183 Queries: 300
Quality
ndcg at 10 0.7842
map at 10 0.7358
mrr at 10 0.7455
Performance L4 b1 c16
Corpus TPS 28.4K
Corpus p50 156.1ms
Query TPS 3.4K
Query p50 60.0ms
StackOverflowQA
Programming question answering from Stack Overflow
Corpus: 19,931 Queries: 1,994
Quality
ndcg at 10 0.8666
map at 10 0.8439
mrr at 10 0.8439
Performance L4 b1 c16
Corpus TPS 28.2K
Corpus p50 134.6ms
Query TPS 31.9K
Query p50 153.3ms