naver/splade-cocondenser-selfdistil
SPLADE model for passage retrieval. For additional details, please visit: * paper: https://arxiv.org/abs/2205.04733 * code: https://github.com/naver/splade
Benchmarks
CQADupstackPhysicsRetrieval
Duplicate question retrieval from StackExchange Physics
Corpus: 38,314 Queries: 1,039
Performance L4 b1 c16
Corpus TPS 32.8K
Corpus p50 60.2ms
Query TPS 3.0K
Query p50 56.3ms
CosQA
Code search with natural language queries
Corpus: 6,267 Queries: 500
Performance L4 b1 c16
Corpus TPS 14.9K
Corpus p50 53.6ms
Query TPS 1.6K
Query p50 55.0ms
FiQA2018
Financial opinion mining and question answering
Corpus: 57,599 Queries: 648
Performance L4 b1 c16
Corpus TPS 34.6K
Corpus p50 69.2ms
Query TPS 3.2K
Query p50 56.2ms
LegalBenchConsumerContractsQA
Question answering on consumer contracts
Corpus: 153 Queries: 396
Performance L4 b1 c16
Corpus TPS 84.4K
Corpus p50 88.5ms
Query TPS 5.2K
Query p50 49.9ms
NFCorpus
Biomedical literature search from NutritionFacts.org
Corpus: 3,593 Queries: 323
Quality
ndcg at 10 0.3403
map at 10 0.1282
mrr at 10 0.5447
Performance L4 b1 c16
Corpus TPS 55.9K
Corpus p50 79.2ms
Query TPS 1.5K
Query p50 52.1ms
SCIDOCS
Citation prediction, document classification, and recommendation for scientific papers
Corpus: 25,656 Queries: 1,000
Performance L4 b1 c16
Corpus TPS 42.1K
Corpus p50 68.2ms
Query TPS 3.1K
Query p50 55.1ms
SciFact
Scientific claim verification using research literature
Corpus: 5,183 Queries: 300
Performance L4 b1 c16
Corpus TPS 53.5K
Corpus p50 75.5ms
Query TPS 4.8K
Query p50 54.3ms
StackOverflowQA
Programming question answering from Stack Overflow
Corpus: 19,931 Queries: 1,994
Performance L4 b1 c16
Corpus TPS 37.9K
Corpus p50 76.9ms
Query TPS 60.7K
Query p50 76.7ms