Coding · Replicate

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

Llama 3 Replicate scores 65.4 on SWE-bench Verified, placing it #207 of 600 models in the index. The benchmark average is 57.5 and the leader is GPT-5.2 Pro at 81.7.

Score
65.4
0–100 scale
Rank
#207
of 600
Percentile
66th
within the index
Benchmark avg
57.5
all models
Leader
81.7
GPT-5.2 Pro
Gap to leader
16.3
points

Score distribution

The chart shows the top 10 models on SWE-bench Verified, with Llama 3 Replicate 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 Replicate sits at #207 of 600. The leader, GPT-5.2 Pro, scores 81.7, so the gap to the top is 16.3 points. The median model in this index scores 61.0, which puts Llama 3 Replicate above the midpoint.

Replicate models average 53.6 on this benchmark. Llama 3 Replicate is 11.8 points above that provider line, so it is a stronger result than the average Replicate model.

Among multimodal models, the average is 66.4. Llama 3 Replicate is 1.0 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 65.4 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 $3.75 per million input tokens, Llama 3 Replicate 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
Nova Pro Amazon 32768 $12.75 79.4
Llama 3 DeepInfra Chat DeepInfra 200000 $3.74 75.0
Llama 3 Replicate Chat Replicate 200000 $3.74 74.7
Reka Flash Reka AI 128000 $9.95 74.1
Llama 3 Replicate Replicate 200000 $3.75 75.7
Llama 4 Scout Chat Meta AI 32768 $4.66 78.0
Yi-Lightning Instruct 01.AI 128000 $4.16 76.5

Other benchmarks for Llama 3 Replicate

BenchmarkScoreRankPercentileRelative
MMLU-Pro 78.8 219 64th
GPQA Diamond 67.7 318 47th
HumanEval 81.0 214 64th
MATH-500 80.0 206 66th
AIME 2025 72.6 208 65th
LiveCodeBench 69.2 205 66th
IFEval 83.6 224 63th
TruthfulQA 75.5 320 47th
HellaSwag 86.5 192 68th
MMMU 72.5 231 62th
Arena Elo 1373.6 303 50th

FAQ

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

Llama 3 Replicate scores 65.4 on SWE-bench Verified in this index. The benchmark average is 57.5 and the top score is 81.7.

How does Llama 3 Replicate rank on SWE-bench Verified?

It ranks #207 of 600 models, in the 66th percentile. The leader is GPT-5.2 Pro at 81.7.

Is Llama 3 Replicate 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 Replicate cost?

Llama 3 Replicate costs $3.75 per million input tokens and $13.86 per million output tokens.

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