Coding · DeepInfra

Llama 3 DeepInfra Instruct on SWE-bench Verified: score, rank and what it means

Llama 3 DeepInfra Instruct scores 66.3 on SWE-bench Verified, placing it #186 of 600 models in the index. The benchmark average is 57.5 and the leader is GPT-5.2 Pro at 81.7.

Score
66.3
0–100 scale
Rank
#186
of 600
Percentile
69th
within the index
Benchmark avg
57.5
all models
Leader
81.7
GPT-5.2 Pro
Gap to leader
15.4
points

Score distribution

The chart shows the top 10 models on SWE-bench Verified, with Llama 3 DeepInfra Instruct highlighted. Longer bars mean higher scores.

GPT-5.2 Pro 81.7
Claude Opus 4.5 Pro 81.1
GPT-5.2 Max 80.5
Claude Sonnet 4.5 Max 80.2
GPT-5.2 80.2
GPT-5.1 Pro 80.1
o4 Max 79.8
Claude Sonnet 4.5 Reasoning 79.6
Claude Opus 4.5 Max 79.5
Claude Opus 4.5 Reasoning 79.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
2 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
3 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
4 Claude Sonnet 4.5 Max Anthropic 1000000 $19.90 87.2
5 GPT-5.2 OpenAI 2000000 $19.71 88.0
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 o4 Max OpenAI 2000000 $19.51 86.2
8 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2

What this score means

On SWE-bench Verified, Llama 3 DeepInfra Instruct sits at #186 of 600. The leader, GPT-5.2 Pro, scores 81.7, so the gap to the top is 15.4 points. The median model in this index scores 61.0, which puts Llama 3 DeepInfra Instruct above the midpoint.

DeepInfra models average 52.5 on this benchmark. Llama 3 DeepInfra Instruct is 13.8 points above that provider line, so it is a stronger result than the average DeepInfra model.

Among multimodal models, the average is 66.4. Llama 3 DeepInfra Instruct is 0.1 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 66.3 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 $3.84 per million input tokens, Llama 3 DeepInfra Instruct is below the median input price of $4.00 across the 600 models scored on SWE-bench Verified. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
MiniMax-M2 Chat MiniMax 200000 $5.02 80.2
Reka Flash Max Reka AI 32768 $11.17 75.9
GPT-5.1 Mini OpenAI 128000 $12.19 77.7
Hunyuan-Large Chat Tencent 200000 $4.35 78.1
Llama 3 DeepInfra Instruct DeepInfra 65536 $3.84 75.5
Sonar Pro Turbo Perplexity 128000 $13.55 79.0
Sonar Turbo Perplexity 65536 $10.71 75.7

Other benchmarks for Llama 3 DeepInfra Instruct

BenchmarkScoreRankPercentileRelative
MMLU-Pro 75.5 317 47th
GPQA Diamond 71.7 226 62th
HumanEval 81.4 201 67th
MATH-500 77.6 263 56th
AIME 2025 70.0 256 57th
LiveCodeBench 69.2 204 66th
IFEval 82.3 265 56th
TruthfulQA 76.3 299 50th
HellaSwag 86.1 212 65th
MMMU 74.2 179 70th
Arena Elo 1374.9 292 51th

FAQ

What score does Llama 3 DeepInfra Instruct get on SWE-bench Verified?

Llama 3 DeepInfra Instruct scores 66.3 on SWE-bench Verified in this index. The benchmark average is 57.5 and the top score is 81.7.

How does Llama 3 DeepInfra Instruct rank on SWE-bench Verified?

It ranks #186 of 600 models, in the 69th percentile. The leader is GPT-5.2 Pro at 81.7.

Is Llama 3 DeepInfra Instruct good at SWE-bench Verified?

Yes, relative to the index: it is above the median and inside the top half of scores. The result should be read alongside its price and context window.

How is the SWE-bench Verified score calculated?

SWE-bench Verified 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 Llama 3 DeepInfra Instruct cost?

Llama 3 DeepInfra Instruct costs $3.84 per million input tokens and $20.22 per million output tokens.

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