Coding · EleutherAI

Pythia Instruct on LiveCodeBench: score, rank and what it means

Pythia Instruct scores 46.8 on LiveCodeBench, placing it #480 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
46.8
0–100 scale
Rank
#480
of 600
Percentile
20th
within the index
Benchmark avg
61.0
all models
Leader
85.1
Claude Sonnet 4.5 Reasoning
Gap to leader
38.3
points

Score distribution

The chart shows the top 10 models on LiveCodeBench, with Pythia Instruct 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, Pythia Instruct sits at #480 of 600. The leader, Claude Sonnet 4.5 Reasoning, scores 85.1, so the gap to the top is 38.3 points. The median model in this index scores 64.7, which puts Pythia Instruct below the midpoint.

EleutherAI models average 38.6 on this benchmark. Pythia Instruct is 8.2 points above that provider line, so it is a stronger result than the average EleutherAI model.

Among open-weight models, the average is 59.1. Pythia Instruct is 12.3 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 46.8 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 $1.41 per million input tokens, Pythia Instruct is below 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
Firefunction Nano Fireworks AI 16384 $3.07 58.1
Nemotron 4 8B NVIDIA 4096 $1.06 57.9
Gemma 3 8B Google DeepMind 16384 $0.96 56.5
Llama 3 Replicate 7B Replicate 32768 $0.91 56.0
Pythia Instruct EleutherAI 8192 $1.41 60.8
Llama 3 Hyperbolic 8B Hyperbolic 16384 $0.92 56.0
Yi-Lightning 8B 01.AI 4096 $1.16 59.2

Other benchmarks for Pythia Instruct

BenchmarkScoreRankPercentileRelative
MMLU-Pro 65.3 448 25th
GPQA Diamond 58.3 424 29th
SWE-bench Verified 47.1 445 26th
HumanEval 66.3 427 29th
MATH-500 63.5 429 29th
AIME 2025 52.3 443 26th
IFEval 72.4 428 29th
TruthfulQA 66.7 435 28th
HellaSwag 73.8 459 24th
MMMU 56.2 485 19th
Arena Elo 1291.1 430 28th

FAQ

What score does Pythia Instruct get on LiveCodeBench?

Pythia Instruct scores 46.8 on LiveCodeBench in this index. The benchmark average is 61.0 and the top score is 85.1.

How does Pythia Instruct rank on LiveCodeBench?

It ranks #480 of 600 models, in the 20th percentile. The leader is Claude Sonnet 4.5 Reasoning at 85.1.

Is Pythia Instruct 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 Pythia Instruct cost?

Pythia Instruct costs $1.41 per million input tokens and $5.70 per million output tokens.

Related