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LLM Coding Benchmark Leaderboard

This page provides the LLM coding benchmark leaderboard, covering SWE-Bench Verified, SWE-Bench Pro, LiveCodeBench, and SWE-bench Multilingual datasets, comparing GPT, Claude, Qwen, and DeepSeek models.

Updated on 2026-05-21 22:14:17

As of 2026-05, this page covers SWE-bench Verified, LiveCodeBench, SWE-Bench Pro - Public, SWE-bench Multilingual and related benchmarks for LLM Coding Benchmark Leaderboard, making it straightforward to compare within the same task family.

Click any model name to check context length, licensing, and pricing on its detail page. See Data Methodology for scoring details.

Reference: Composite Coding Rankings

There is no single, universally accepted coding leaderboard. Static benchmarks like SWE-bench and HumanEval measure specific skills but can be gamed through targeted fine-tuning. We selected two complementary human-preference leaderboards: LMArena Coding Arena ranks models on general programming tasks (debugging, algorithms, code generation) via anonymous crowd-sourced voting; DesignArena Code Category focuses specifically on visual, front-end code generation (websites, UI components, games) using the same blind-voting methodology. Reading both together gives a fuller picture of coding capability.

LMArena Coding Arena

Full ranking

Elo ratings from anonymous A/B voting on real general coding tasks (debugging, algorithms, code generation) submitted by developers.

Updated 2026-05-14

#ModelElo
1
Anthropic
Opus 4.7 (thinking)Anthropic
1563
2
Anthropic
Opus 4.7Anthropic
1551
3
Anthropic
Claude Opus 4.6 (thinking)Anthropic
1550
4
Anthropic
Claude Opus 4.6Anthropic
1549
5
Anthropic
Claude Opus 4 (thinking-32k)Anthropic
1531
6
F
Muse SparkFacebook AI研究实验室
1530
7
OpenAI
GPT-5.4 (high)OpenAI
1527
8
智
GLM 5.1智谱AI
1527
9
Google Deep Mind
Gemini 3.1 Pro PreviewGoogle Deep Mind
1526
10
Anthropic
Claude Sonnet 4.6Anthropic
1522
Benchmark
SWE-bench VerifiedLiveCodeBenchSWE-Bench Pro - PublicSWE-bench Multilingual
More Benchmarks
Model Size:All3B and below7B13B

Top picks

Ranked by LiveCodeBench
Current SOTA
Google Deep Mind

Gemma 3 - 12B (IT)

Google Deep Mind

24.60LiveCodeBench
View model
Best Open-Source
OpenAI

GPT OSS 120B

OpenAI

—LiveCodeBench
View model
Best China-Made

No qualifying model on this benchmark.

LLM Performance Results

Data source: DataLearnerAI

Click any row to open the model page. Tick the checkboxes to compare up to 4 models side by side.

RankModel
License
Google Deep Mind
Gemma 3 - 12B (IT)
Google Deep Mind
—24.60——Free commercialDetailsDetails
OpenAI
GPT OSS 120B
OpenAI
60.10———Free commercialDetailsDetails
Gemma 3 - 12B (IT)
Google Deep Mind
SWE-bench Verified—
LiveCodeBench24.60
SWE-Bench Pro - Public—
SWE-bench Multilingual—
Free commercial
GPT OSS 120B
OpenAI
SWE-bench Verified60.10
LiveCodeBench—
SWE-Bench Pro - Public—
SWE-bench Multilingual—
Free commercial
Sort by:
Source: LMArena

DesignArena Code Category

Full ranking

Elo ratings from anonymous voting on visual front-end code tasks (websites, UI components, games, data viz) by Arcada Labs.

Updated 2026-05-17

#ModelElo
1
Anthropic
Claude Opus 4.6Anthropic
1348
2
Anthropic
Opus 4.7 (thinking)Anthropic
1345
3
Anthropic
Claude Opus 4.6 (thinking)Anthropic
1344
4
Moonshot AI
Kimi K2.6Moonshot AI
1343
5
智
GLM 5.1智谱AI
1338
6
Anthropic
Opus 4.7Anthropic
1335
7
智
GLM-5-Turbo智谱AI
1334
8
Anthropic
Claude Sonnet 4.6Anthropic
1331
9
X
MiMo-V2.5-ProXiaomi
1329
10
OpenAI
GPT-5.5OpenAI
1320
Source: DesignArena
34B
65B
100B and above
Model Type:AllReasoning ModelsFoundation ModelsInstruction/Chat ModelsCoding Models
Source:AllOpen SourceClosed Source
Origin:AllChina
Model release cutoff: