Coding · Perplexity

Sonar Mini on LiveCodeBench: score, rank and what it means

Sonar Mini scores 55.1 on LiveCodeBench, placing it #403 of 600 models in the index. The benchmark average is 61.0 and the leader is Claude Sonnet 4.5 Reasoning at 85.1.

Score
55.1
0–100 scale
Rank
#403
of 600
Percentile
33th
within the index
Benchmark avg
61.0
all models
Leader
85.1
Claude Sonnet 4.5 Reasoning
Gap to leader
30.0
points

Score distribution

The chart shows the top 10 models on LiveCodeBench, with Sonar Mini highlighted. Longer bars mean higher scores.

Claude Sonnet 4.5 Reasoning 85.1
Grok 4 Reasoning 85.1
Claude Opus 4.5 85.0
GPT-5.2 Max 84.8
Grok 4 Turbo 84.7
GPT-5.1 Turbo 84.6
GPT-5.2 Pro 84.6
GPT-5.2 Reasoning 84.6
Claude Opus 4.5 Pro 84.1
Gemini 3 Pro Max 83.6

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
2 Grok 4 Reasoning xAI 2000000 $19.67 87.8
3 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 Grok 4 Turbo xAI 1000000 $19.21 86.7
6 GPT-5.1 Turbo OpenAI 2000000 $19.19 86.1
7 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
8 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
9 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
10 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9

What this score means

On LiveCodeBench, Sonar Mini sits at #403 of 600. The leader, Claude Sonnet 4.5 Reasoning, scores 85.1, so the gap to the top is 30.0 points. The median model in this index scores 64.7, which puts Sonar Mini below the midpoint.

Perplexity models average 68.2 on this benchmark. Sonar Mini is 13.1 points below that provider line, so it is a weaker result than the average Perplexity model.

Among mid-range models, the average is 58.3. Sonar Mini is 3.2 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 55.1 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 $6.52 per million input tokens, Sonar Mini is above the median input price of $4.00 across the 600 models scored on LiveCodeBench. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
StableLM 2 Chat Stability AI 8192 $1.79 64.6
ERNIE 4.5 Nano Baidu 32768 $6.01 65.6
Phi-3.5 Base Microsoft 65536 $2.24 66.6
StableLM 2 Stability AI 8192 $1.91 65.0
Sonar Mini Perplexity 65536 $6.52 67.9
Sonar Nano Perplexity 4096 $4.37 61.9
Embed 4 Turbo Cohere 4096 $5.13 64.0

Other benchmarks for Sonar Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 71.2 388 35th
GPQA Diamond 60.4 401 33th
SWE-bench Verified 56.9 369 39th
HumanEval 70.4 390 35th
MATH-500 72.7 360 40th
AIME 2025 60.4 385 36th
IFEval 77.5 373 38th
TruthfulQA 74.0 354 41th
HellaSwag 81.7 355 41th
MMMU 67.0 360 40th
Arena Elo 1334.4 383 36th

FAQ

What score does Sonar Mini get on LiveCodeBench?

Sonar Mini scores 55.1 on LiveCodeBench in this index. The benchmark average is 61.0 and the top score is 85.1.

How does Sonar Mini rank on LiveCodeBench?

It ranks #403 of 600 models, in the 33rd percentile. The leader is Claude Sonnet 4.5 Reasoning at 85.1.

Is Sonar Mini good at LiveCodeBench?

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 LiveCodeBench score calculated?

LiveCodeBench is a coding 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 Sonar Mini cost?

Sonar Mini costs $6.52 per million input tokens and $35.69 per million output tokens.

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