BAAI/bge-reranker-v2-m3
Primitive: /score · Score ·
XLM-RoBERTa
More details please refer to our Github: FlagEmbedding.
MultilingualLong context
Overview
Hardware: — drives latency, throughput & cost
| Size | 568M params |
|---|---|
| Tasks | /score |
| License | apache-2.0 |
| Languages | multilingual |
| Latency | 92 ms |
| Throughput | 30.0K tok/s |
| Cost | $0.0074 /1M tok |
Cost is approximate — computed from list GPU prices; your actual price depends on the provider you deploy SIE with.
Scoring
| Inputs | text |
|---|---|
| Max sequence length | 8,192 |
Benchmarks
AskUbuntuDupQuestions
Duplicate question detection from AskUbuntu
Corpus: 6,743 Queries: 360
Quality
ndcg at 10 0.6763
map at 10 0.5245
mrr at 10 0.7611
Performance L4 b1 c16
Query 6.5K tok/s
Query p50 40.6ms
CMedQAv1Reranking
Chinese medical question answering reranking (v1)
Corpus: 100,000 Queries: 2,000
Quality
map at 10 0.8192
mrr at 10 0.8550
CMedQAv2Reranking
Chinese medical question answering reranking (v2)
Corpus: 108,000 Queries: 4,000
Quality
map at 10 0.8287
mrr at 10 0.8608
CQADupstackPhysicsRetrieval?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 26.5K tok/s
Query p50 89.8ms
CosQA?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 13.9K tok/s
Query p50 66.1ms
FiQA2018?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 30.0K tok/s
Query p50 90.2ms
LegalBenchConsumerContractsQA?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 51.3K tok/s
Query p50 93.5ms
MMarcoReranking
Multilingual MARCO passage reranking (Chinese)
Quality
map at 10 0.3354
mrr at 10 0.3401
Performance L4 b1 c16
NFCorpus
Biomedical literature search from NutritionFacts.org
Corpus: 3,593 Queries: 323
default_bm25-k-200
Quality
ndcg at 10 0.3280
map at 10 0.2331
mrr at 10 0.5264
default_bm25-k-100_qrels-k-50
Quality
ndcg at 10 0.3930
map at 10 0.2792
mrr at 10 0.5996
default_bm25-k-100_qrels-k-10
Quality
ndcg at 10 0.3759
map at 10 0.2621
mrr at 10 0.5876
default_bm25-k-200_qrels-k-10
Quality
ndcg at 10 0.3557
map at 10 0.2497
mrr at 10 0.5677
default_bm25-k-50_qrels-k-50
Quality
ndcg at 10 0.4243
map at 10 0.3065
mrr at 10 0.6220
default_bm25-k-50_qrels-k-10
Quality
ndcg at 10 0.4029
map at 10 0.2832
mrr at 10 0.6087
default_bm25-k-50
Quality
ndcg at 10 0.3306
map at 10 0.2375
mrr at 10 0.5380
default_bm25-k-200_qrels-k-50
Quality
ndcg at 10 0.3674
map at 10 0.2602
mrr at 10 0.5765
default_bm25-k-100
Quality
ndcg at 10 0.3285
map at 10 0.2339
mrr at 10 0.5301
NFCorpus?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 35.3K tok/s
Query p50 109.6ms
SCIDOCS?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 29.4K tok/s
Query p50 98.7ms
SciFact?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 33.4K tok/s
Query p50 113.2ms
StackOverflowQA?candidates_model=Alibaba-NLP
Performance L4 b1 c16
Query 53.1K tok/s
Query p50 111.1ms
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