Back to all rerankers

Voyage AI Rerank 2.5 Lite

Latency-optimized version maintaining instruction-following and 32K context capabilities with streamlined inference. Designed for high-volume production deployments prioritizing cost efficiency over maximum accuracy.

Leaderboard Rank
#6
of 11
ELO Rating
1528
#6
Win Rate
53.1%
#6
Accuracy (nDCG@10)
0.226
#3
Latency
616ms
#8

Model Information

Provider
Voyage AI
License
Proprietary
Price per 1M tokens
$0.020
Release Date
2025-08-11
Model Name
voyage-rerank-2.5-lite
Total Evaluations
3000

Performance Record

Wins1593 (53.1%)
Losses1297 (43.2%)
Ties110 (3.7%)
Wins
Losses
Ties

Performance Overview

ELO ratings by dataset

Voyage AI Rerank 2.5 Lite's ELO performance varies across different benchmark datasets, showing its strengths in specific domains.

Voyage AI Rerank 2.5 Lite - ELO by Dataset

Detailed Metrics

Dataset breakdown

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

arguana

ELO 164860.2% WR301W-195L-4T

Accuracy Metrics

nDCG@5
0.436
nDCG@10
0.496
Recall@5
0.800
Recall@10
0.980

Latency Distribution

Mean
636ms
P50 (Median)
613ms
P90
819ms

business reports

ELO 157553.4% WR267W-215L-18T

Accuracy Metrics

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

Latency Distribution

Mean
599ms
P50 (Median)
611ms
P90
727ms

FiQa

ELO 156953.4% WR267W-225L-8T

Accuracy Metrics

nDCG@5
0.111
nDCG@10
0.122
Recall@5
0.103
Recall@10
0.135

Latency Distribution

Mean
639ms
P50 (Median)
613ms
P90
819ms

DBPedia

ELO 147348.8% WR244W-218L-38T

Accuracy Metrics

nDCG@5
0.146
nDCG@10
0.156
Recall@5
0.004
Recall@10
0.005

Latency Distribution

Mean
587ms
P50 (Median)
612ms
P90
656ms

MSMARCO

ELO 146147.6% WR238W-220L-42T

Accuracy Metrics

nDCG@5
0.577
nDCG@10
0.585
Recall@5
0.780
Recall@10
0.800

Latency Distribution

Mean
563ms
P50 (Median)
610ms
P90
619ms

PG

ELO 144455.2% WR276W-224L-0T

Accuracy Metrics

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

Latency Distribution

Mean
670ms
P50 (Median)
615ms
P90
818ms

Compare Models

See how it stacks up

Compare Voyage AI Rerank 2.5 Lite with other top rerankers to understand the differences in performance, accuracy, and latency.