Coding · Modal

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

Llama 3 Modal Chat scores 59.8 on SWE-bench Verified, placing it #331 of 600 models in the index. The benchmark average is 57.5 and the leader is GPT-5.2 Pro at 81.7.

Score
59.8
0–100 scale
Rank
#331
of 600
Percentile
45th
within the index
Benchmark avg
57.5
all models
Leader
81.7
GPT-5.2 Pro
Gap to leader
21.9
points

Score distribution

The chart shows the top 10 models on SWE-bench Verified, with Llama 3 Modal Chat 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 Modal Chat sits at #331 of 600. The leader, GPT-5.2 Pro, scores 81.7, so the gap to the top is 21.9 points. The median model in this index scores 61.0, which puts Llama 3 Modal Chat below the midpoint.

Modal models average 52.4 on this benchmark. Llama 3 Modal Chat is 7.4 points above that provider line, so it is a stronger result than the average Modal model.

Among multimodal models, the average is 66.4. Llama 3 Modal Chat is 6.6 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 59.8 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 $3.55 per million input tokens, Llama 3 Modal Chat 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
DBRX Chat Databricks 65536 $3.07 71.7
Gemma 3 Google DeepMind 65536 $3.68 73.6
Llama 3.1 Base Meta AI 32768 $3.39 72.2
Firesearch Pro Fireworks AI 32768 $7.67 70.4
Llama 3 Modal Chat Modal 65536 $3.55 73.3
GPT-4.1 Nano OpenAI 32768 $7.42 70.5
Doubao 1.5 Pro Mini ByteDance 32768 $8.30 72.3

Other benchmarks for Llama 3 Modal Chat

BenchmarkScoreRankPercentileRelative
MMLU-Pro 76.8 283 53th
GPQA Diamond 69.8 270 55th
HumanEval 76.6 316 47th
MATH-500 79.0 234 61th
AIME 2025 66.3 325 46th
LiveCodeBench 67.2 243 60th
IFEval 81.2 297 51th
TruthfulQA 77.0 284 53th
HellaSwag 83.1 317 47th
MMMU 69.5 317 47th
Arena Elo 1379.1 275 54th

FAQ

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

Llama 3 Modal Chat scores 59.8 on SWE-bench Verified in this index. The benchmark average is 57.5 and the top score is 81.7.

How does Llama 3 Modal Chat rank on SWE-bench Verified?

It ranks #331 of 600 models, in the 45th percentile. The leader is GPT-5.2 Pro at 81.7.

Is Llama 3 Modal Chat 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 Modal Chat cost?

Llama 3 Modal Chat costs $3.55 per million input tokens and $12.52 per million output tokens.

Related