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OpenAI text-embedding-3-large

Creates embeddings with up to 3,072 dimensions and supports Matryoshka Representation Learning for flexible dimension reduction. Achieves 64.6% on MTEB average and 54.9% on multilingual MIRACL benchmark.

Leaderboard Rank
#1
of 13
ELO Rating
1539
#1
Win Rate
55.7%
#1
Accuracy (nDCG@10)
0.811
#4
Latency
32922ms
#4

Model Information

Provider
OpenAI
License
Proprietary
Price per 1M tokens
$0.130
Release Date
2024-01-25
Model Name
text-embedding-3-large
Total Evaluations
1917

Performance Record

Wins1068 (55.7%)
Losses571 (29.8%)
Ties278 (14.5%)
Wins
Losses
Ties

Performance Overview

ELO ratings by dataset

OpenAI text-embedding-3-large's ELO performance varies across different benchmark datasets, showing its strengths in specific domains.

OpenAI text-embedding-3-large - ELO by Dataset

Detailed Metrics

Dataset breakdown

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

FiQa

ELO 156269.2% WR166W-67L-7T

Accuracy Metrics

nDCG@5
0.730
nDCG@10
0.752
Recall@5
0.700
Recall@10
0.781

Latency Distribution

Mean
48635ms
P50 (Median)
47662ms
P90
55930ms

PG

ELO 155365.8% WR158W-76L-6T

Latency Distribution

Mean
57366ms
P50 (Median)
56219ms
P90
65971ms

SciFact

ELO 154362.5% WR150W-84L-6T

Accuracy Metrics

nDCG@5
0.726
nDCG@10
0.761
Recall@5
0.768
Recall@10
0.863

Latency Distribution

Mean
55796ms
P50 (Median)
54680ms
P90
64165ms

ARCD

ELO 154249.2% WR118W-58L-64T

Accuracy Metrics

nDCG@5
0.899
nDCG@10
0.899
Recall@5
0.940
Recall@10
0.940

Latency Distribution

Mean
4036ms
P50 (Median)
3955ms
P90
4641ms

business reports

ELO 153257.5% WR138W-88L-14T

Latency Distribution

Mean
8013ms
P50 (Median)
7853ms
P90
9215ms

DBPedia

ELO 152958.2% WR138W-82L-17T

Accuracy Metrics

nDCG@5
0.648
nDCG@10
0.641
Recall@5
0.255
Recall@10
0.377

Latency Distribution

Mean
42058ms
P50 (Median)
41217ms
P90
48367ms

MSMARCO

ELO 152949.2% WR118W-71L-51T

Accuracy Metrics

nDCG@5
1.000
nDCG@10
1.000
Recall@5
0.123
Recall@10
0.224

Latency Distribution

Mean
41860ms
P50 (Median)
41023ms
P90
48139ms

NorQuAD

ELO 152234.2% WR82W-45L-113T

Latency Distribution

Mean
5613ms
P50 (Median)
5501ms
P90
6455ms

Compare Models

See how it stacks up

Compare OpenAI text-embedding-3-large with other top embeddings to understand the differences in performance, accuracy, and latency.