Coding · Lambda

Llama 3 Lambda 8B on SWE-bench Verified: score, rank and what it means

Llama 3 Lambda 8B scores 43.7 on SWE-bench Verified, placing it #482 of 600 models in the index. The benchmark average is 57.5 and the leader is GPT-5.2 Pro at 81.7.

Score
43.7
0–100 scale
Rank
#482
of 600
Percentile
20th
within the index
Benchmark avg
57.5
all models
Leader
81.7
GPT-5.2 Pro
Gap to leader
38.0
points

Score distribution

The chart shows the top 10 models on SWE-bench Verified, with Llama 3 Lambda 8B 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 Lambda 8B sits at #482 of 600. The leader, GPT-5.2 Pro, scores 81.7, so the gap to the top is 38.0 points. The median model in this index scores 61.0, which puts Llama 3 Lambda 8B below the midpoint.

Lambda models average 52.1 on this benchmark. Llama 3 Lambda 8B is 8.4 points below that provider line, so it is a weaker result than the average Lambda model.

Among small open-weight models, the average is 39.0. Llama 3 Lambda 8B is 4.7 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 43.7 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 $1.03 per million input tokens, Llama 3 Lambda 8B 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
Codestral 7B Mistral AI 32768 $1.05 57.0
Phi-4 7B Microsoft 8192 $0.91 56.8
Command R+ 7B Cohere 8192 $0.95 56.2
Llama 3.1 Turbo 7B Together AI 8192 $0.98 56.4
Llama 3 Lambda 8B Lambda 4096 $1.03 57.2
DeepSeek-Coder 7B DeepSeek 32768 $1.14 57.3
Seed-OSS 7B ByteDance 8192 $0.85 55.5

Other benchmarks for Llama 3 Lambda 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 63.7 478 20th
GPQA Diamond 53.8 485 19th
HumanEval 61.9 469 22th
MATH-500 58.0 489 19th
AIME 2025 46.5 483 20th
LiveCodeBench 45.4 494 18th
IFEval 68.7 481 20th
TruthfulQA 60.8 521 13th
HellaSwag 71.2 516 14th
MMMU 55.5 493 18th
Arena Elo 1240.4 513 15th

FAQ

What score does Llama 3 Lambda 8B get on SWE-bench Verified?

Llama 3 Lambda 8B scores 43.7 on SWE-bench Verified in this index. The benchmark average is 57.5 and the top score is 81.7.

How does Llama 3 Lambda 8B rank on SWE-bench Verified?

It ranks #482 of 600 models, in the 20th percentile. The leader is GPT-5.2 Pro at 81.7.

Is Llama 3 Lambda 8B good at SWE-bench Verified?

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 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 Lambda 8B cost?

Llama 3 Lambda 8B costs $1.03 per million input tokens and $4.78 per million output tokens.

Related