Preference · Cohere

Embed 4 Reasoning on Arena Elo: score, rank and what it means

Embed 4 Reasoning scores 1310.3 on Arena Elo, placing it #408 of 600 models in the index. The benchmark average is 1349.9 and the leader is Claude Opus 4.5 Max at 1501.9.

Score
1310.3
0–100 scale
Rank
#408
of 600
Percentile
32th
within the index
Benchmark avg
1349.9
all models
Leader
1501.9
Claude Opus 4.5 Max
Gap to leader
191.6
points

Score distribution

The chart shows the top 10 models on Arena Elo, with Embed 4 Reasoning highlighted. Longer bars mean higher scores.

Claude Opus 4.5 Max 1501.9
GPT-5.2 Reasoning 1500.4
GPT-5.2 Turbo 1500.3
Claude Opus 4.5 Reasoning 1497.5
GPT-5.2 Max 1495.3
Gemini 3 Pro Turbo 1494.9
Grok 4 Max 1491.4
Claude Opus 4.5 1491.2
GPT-5.1 Pro 1490.0
Grok 4 Reasoning 1487.6

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
2 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
3 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
4 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
5 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
6 Gemini 3 Pro Turbo Google DeepMind 400000 $19.62 86.4
7 Grok 4 Max xAI 2000000 $19.70 86.6
8 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
9 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
10 Grok 4 Reasoning xAI 2000000 $19.67 87.8

What this score means

On Arena Elo, Embed 4 Reasoning sits at #408 of 600. The leader, Claude Opus 4.5 Max, scores 1501.9, so the gap to the top is 191.6 points. The median model in this index scores 1373.8, which puts Embed 4 Reasoning below the midpoint.

Cohere models average 1339.8 on this benchmark. Embed 4 Reasoning is 29.5 points below that provider line, so it is a weaker result than the average Cohere model.

Among mid-range models, the average is 1332.0. Embed 4 Reasoning is 21.7 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 1310.3 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $5.50 per million input tokens, Embed 4 Reasoning is above the median input price of $4.00 across the 600 models scored on Arena Elo. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
GLM-4.6 8B Zhipu AI 8192 $1.69 63.1
DeepSeek-V3.2 7B DeepSeek 4096 $1.75 63.2
Kimi K2 8B Moonshot AI 8192 $1.86 64.7
Reka Core Nano Reka AI 16384 $5.45 65.1
Embed 4 Reasoning Cohere 4096 $5.50 65.3
ERNIE 4.5 Nano Baidu 32768 $6.01 65.6
DeepSeek-V3.2 8B DeepSeek 32768 $2.02 66.2

Other benchmarks for Embed 4 Reasoning

BenchmarkScoreRankPercentileRelative
MMLU-Pro 70.1 395 34th
GPQA Diamond 62.8 385 36th
SWE-bench Verified 49.2 427 29th
HumanEval 68.9 409 32th
MATH-500 67.1 406 32th
AIME 2025 57.9 400 33th
LiveCodeBench 56.1 396 34th
IFEval 76.0 389 35th
TruthfulQA 70.4 396 34th
HellaSwag 76.5 420 30th
MMMU 62.8 400 33th

FAQ

What score does Embed 4 Reasoning get on Arena Elo?

Embed 4 Reasoning scores 1310.3 on Arena Elo in this index. The benchmark average is 1349.9 and the top score is 1501.9.

How does Embed 4 Reasoning rank on Arena Elo?

It ranks #408 of 600 models, in the 32nd percentile. The leader is Claude Opus 4.5 Max at 1501.9.

Is Embed 4 Reasoning good at Arena Elo?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.

How is the Arena Elo score calculated?

Arena Elo is a preference benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does Embed 4 Reasoning cost?

Embed 4 Reasoning costs $5.50 per million input tokens and $26.10 per million output tokens.

Related