mixedbread-ai/mxbai-rerank-large-v2

The crispy rerank family from Mixedbread.

Architecture

Qwen2

Parameters

435M

Tasks

Score

Outputs

Score

Max Sequence Length

8,192 tokens

License

apache-2.0

Languages

af, am, ar, as, az, be, bg, bn, br, bs, ca, cs, cy, da, de, el, en, eo, es, et, eu, fa, ff, fi, fr, fy, ga, gd, gl, gn, gu, ha, he, hi, hr, ht, hu, hy, id, ig, is, it, ja, jv, ka, kk, km, kn, ko, ku, ky, la, lg, li, ln, lo, lt, lv, mg, mk, ml, mn, mr, ms, my, ne, nl, no, ns, om, or, pa, pl, ps, pt, qu, rm, ro, ru, sa, sc, sd, si, sk, sl, so, sq, sr, ss, su, sv, sw, ta, te, th, tl, tn, tr, ug, uk, ur, uz, vi, wo, xh, yi, yo, zh, zu

View on HuggingFace →

Benchmarks

AskUbuntuDupQuestions

technology reranking en

Duplicate question detection from AskUbuntu

Corpus: 6,743 Queries: 360

Quality

ndcg at 10 0.6914

map at 10 0.5401

mrr at 10 0.7788

Performance L4 b1 c16

Query TPS 2.6K

Query p50 132.2ms

Reference →

CMedQAv1Reranking

medical reranking zh

Chinese medical question answering reranking (v1)

Corpus: 100,000 Queries: 2,000

Quality

map at 10 0.8304

mrr at 10 0.8633

Reference →

CMedQAv2Reranking

medical reranking zh

Chinese medical question answering reranking (v2)

Corpus: 108,000 Queries: 4,000

Quality

map at 10 0.8282

mrr at 10 0.8628

Reference →

CosQA

technology retrieval en

Code search with natural language queries

Corpus: 6,267 Queries: 500

Performance L4 b1 c16

Query TPS 1.9K

Query p50 535.4ms

Reference →

FiQA2018

finance retrieval en

Financial opinion mining and question answering

Corpus: 57,599 Queries: 648

Performance L4 b1 c16

Query TPS 1.3K

Query p50 1.4s

Reference →

LegalBenchConsumerContractsQA

legal retrieval en

Question answering on consumer contracts

Corpus: 153 Queries: 396

Performance L4 b1 c16

Query TPS 7.5K

Query p50 767.2ms

Reference →

MMarcoReranking

general reranking zh

Multilingual MARCO passage reranking (Chinese)

Quality

map at 10 0.3258

mrr at 10 0.3500

Performance L4 b1 c16

Reference →

NFCorpus

medical retrieval en

Biomedical literature search from NutritionFacts.org

Corpus: 3,593 Queries: 323

Performance L4 b1 c16

Query TPS 2.3K

Query p50 1.7s

Reference →

SciFact

scientific retrieval en

Scientific claim verification using research literature

Corpus: 5,183 Queries: 300

Performance L4 b1 c16

Query TPS 2.2K

Query p50 1.7s

Reference →

T2Reranking

general reranking zh

Chinese passage ranking benchmark

Quality

map at 10 0.5458

mrr at 10 0.7742

Reference →

Benchmarks

AskUbuntuDupQuestions

CMedQAv1Reranking

CMedQAv2Reranking

CosQA

FiQA2018

LegalBenchConsumerContractsQA

MMarcoReranking

NFCorpus

SciFact

T2Reranking

Self-hosted inference for search & document processing