BAAI/bge-m3 (Score)
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Benchmarks
CQADupstackPhysicsRetrieval
Duplicate question retrieval from StackExchange Physics
Corpus: 38,314 Queries: 1,039
Performance L4 b1 c16
Corpus 27.0K tok/s
Corpus p50 75.3ms
Query 2.6K tok/s
Query p50 55.2ms
CosQA
Code search with natural language queries
Corpus: 6,267 Queries: 500
Performance L4 b1 c16
Corpus 13.5K tok/s
Corpus p50 58.4ms
Query 1.5K tok/s
Query p50 57.6ms
FiQA2018
Financial opinion mining and question answering
Corpus: 57,599 Queries: 648
Performance L4 b1 c16
Corpus 26.8K tok/s
Corpus p50 89.3ms
Query 2.9K tok/s
Query p50 55.8ms
LegalBenchConsumerContractsQA
Question answering on consumer contracts
Corpus: 153 Queries: 396
Performance L4 b1 c16
Corpus 36.7K tok/s
Corpus p50 224.8ms
Query 3.7K tok/s
Query p50 59.5ms
NFCorpus
Biomedical literature search from NutritionFacts.org
Corpus: 3,593 Queries: 323
Performance L4 b1 c16
Corpus 34.4K tok/s
Corpus p50 137.4ms
Query 1.2K tok/s
Query p50 56.8ms
NanoFiQA2018Retrieval
Smaller subset of the FiQA financial QA dataset
Performance L4 b1 c16
Corpus 30.9K tok/s
Corpus p50 86.4ms
Query 2.8K tok/s
Query p50 54.9ms
SCIDOCS
Citation prediction, document classification, and recommendation for scientific papers
Corpus: 25,656 Queries: 1,000
Performance L4 b1 c16
Corpus 31.0K tok/s
Corpus p50 101.1ms
Query 2.7K tok/s
Query p50 55.7ms
SciFact
Scientific claim verification using research literature
Corpus: 5,183 Queries: 300
Performance L4 b1 c16
Corpus 32.2K tok/s
Corpus p50 126.9ms
Query 3.9K tok/s
Query p50 57.5ms
StackOverflowQA
Programming question answering from Stack Overflow
Corpus: 19,931 Queries: 1,994
Performance L4 b1 c16
Corpus 29.5K tok/s
Corpus p50 118.6ms
Query 31.5K tok/s
Query p50 147.9ms