opensearch-project/opensearch-neural-sparse-encoding-doc-v3-gte
The model should be selected considering search relevance, model inference and retrieval efficiency(FLOPS). We benchmark models' performance on a subset of BEIR benchmark: TrecCovid,NFCorpus,NQ,HotpotQA,FiQA,ArguAna,Touche,DBPedia,SCIDOCS,FEVER,Climate FEVER,SciFact,Quora.
Benchmarks
CQADupstackPhysicsRetrieval
Duplicate question retrieval from StackExchange Physics
Corpus: 38,314 Queries: 1,039
Quality
ndcg at 10 0.4057
map at 10 0.3518
mrr at 10 0.4049
Performance A10G b1 c16
Corpus TPS 1
Corpus p50 4.0s
Query TPS 0
Query p50 32.5s
Performance L4 b1 c16
Corpus TPS 24.3K
Corpus p50 75.0ms
Query TPS 4.2K
Query p50 40.6ms
CosQA
Code search with natural language queries
Corpus: 6,267 Queries: 500
Quality
ndcg at 10 0.2244
map at 10 0.1739
mrr at 10 0.1860
Performance A10G b1 c16
Corpus TPS 24
Corpus p50 42.5s
Query TPS 24
Query p50 3.6s
Performance L4 b1 c16
Corpus TPS 12.4K
Corpus p50 61.4ms
Query TPS 2.1K
Query p50 43.2ms
FiQA2018
Financial opinion mining and question answering
Corpus: 57,599 Queries: 648
Quality
ndcg at 10 0.4062
map at 10 0.3301
mrr at 10 0.4849
Performance A10G b1 c16
Corpus TPS 0
Corpus p50 2.0s
Query TPS 0
Query p50 0.0ms
Performance L4 b1 c16
Corpus TPS 29.2K
Corpus p50 78.9ms
Query TPS 4.4K
Query p50 40.6ms
LegalBenchConsumerContractsQA
Question answering on consumer contracts
Corpus: 153 Queries: 396
Quality
ndcg at 10 0.7290
map at 10 0.6704
mrr at 10 0.6712
Performance L4 b1 c16
Corpus TPS 59.1K
Corpus p50 127.0ms
Query TPS 6.2K
Query p50 41.7ms
NFCorpus
Biomedical literature search from NutritionFacts.org
Corpus: 3,593 Queries: 323
Quality
ndcg at 10 0.3606
map at 10 0.1391
mrr at 10 0.5725
Performance L4 b1 c16
Corpus TPS 37.7K
Corpus p50 114.2ms
Query TPS 1.7K
Query p50 43.9ms
SCIDOCS
Citation prediction, document classification, and recommendation for scientific papers
Corpus: 25,656 Queries: 1,000
Quality
ndcg at 10 0.1586
map at 10 0.0918
mrr at 10 0.2747
Performance L4 b1 c16
Corpus TPS 34.2K
Corpus p50 86.0ms
Query TPS 4.2K
Query p50 41.2ms
SciFact
Scientific claim verification using research literature
Corpus: 5,183 Queries: 300
Quality
ndcg at 10 0.6262
map at 10 0.5830
mrr at 10 0.5966
Performance L4 b1 c16
Corpus TPS 40.0K
Corpus p50 103.7ms
Query TPS 5.9K
Query p50 43.4ms
StackOverflowQA
Programming question answering from Stack Overflow
Corpus: 19,931 Queries: 1,994
Quality
ndcg at 10 0.7470
map at 10 0.7160
mrr at 10 0.7160
Performance L4 b1 c16
Corpus TPS 34.1K
Corpus p50 101.3ms
Query TPS 78.1K
Query p50 57.0ms