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BAAI/BGE Reranker v2 M3

Lightweight 0.6B parameter cross-encoder built on bge-m3 foundation with LoRA fine-tuning and flash attention optimization. Strong multilingual support with fast inference, trained on diverse datasets including FEVER and MIRACL for production deployment efficiency.

Leaderboard Rank
#10
of 11
ELO Rating
1314
#10
Win Rate
28.8%
#10
Accuracy (nDCG@10)
0.201
#7
Latency
2383ms
#10

Model Information

Provider
BAAI
License
Open Source
Price per 1M tokens
$0.020
Release Date
2023-09-15
Model Name
bge-reranker-v2-m3
Total Evaluations
3000

Performance Record

Wins864 (28.8%)
Losses2079 (69.3%)
Ties57 (1.9%)
Wins
Losses
Ties

Performance Overview

ELO ratings by dataset

BAAI/BGE Reranker v2 M3's ELO performance varies across different benchmark datasets, showing its strengths in specific domains.

BAAI/BGE Reranker v2 M3 - ELO by Dataset

Detailed Metrics

Dataset breakdown

Performance metrics across different benchmark datasets, including accuracy and latency percentiles.

MSMARCO

ELO 144739.6% WR198W-277L-25T

Accuracy Metrics

nDCG@5
0.592
nDCG@10
0.605
Recall@5
0.740
Recall@10
0.780

Latency Distribution

Mean
2207ms
P50 (Median)
825ms
P90
1247ms

business reports

ELO 141639.0% WR195W-299L-6T

Accuracy Metrics

nDCG@5
0.000
nDCG@10
0.000
Recall@5
0.000
Recall@10
0.000

Latency Distribution

Mean
2451ms
P50 (Median)
895ms
P90
1679ms

PG

ELO 137029.2% WR146W-353L-1T

Accuracy Metrics

nDCG@5
0.000
nDCG@10
0.000
Recall@5
0.000
Recall@10
0.000

Latency Distribution

Mean
2034ms
P50 (Median)
1225ms
P90
2091ms

DBPedia

ELO 134121.0% WR105W-379L-16T

Accuracy Metrics

nDCG@5
0.096
nDCG@10
0.096
Recall@5
0.003
Recall@10
0.003

Latency Distribution

Mean
2087ms
P50 (Median)
806ms
P90
1068ms

FiQa

ELO 129935.0% WR175W-317L-8T

Accuracy Metrics

nDCG@5
0.112
nDCG@10
0.120
Recall@5
0.105
Recall@10
0.130

Latency Distribution

Mean
2529ms
P50 (Median)
1019ms
P90
1649ms

arguana

ELO 10089.0% WR45W-454L-1T

Accuracy Metrics

nDCG@5
0.312
nDCG@10
0.386
Recall@5
0.560
Recall@10
0.780

Latency Distribution

Mean
2989ms
P50 (Median)
1658ms
P90
2279ms

Compare Models

See how it stacks up

Compare BAAI/BGE Reranker v2 M3 with other top rerankers to understand the differences in performance, accuracy, and latency.