gpt.college

Artificial Analysis · Checked 2026-10-02

Coding Ranking

Terminal-Bench 4.0 in the Artificial Analysis evaluation harness.

All rankings
Method Terminal-Bench 4.0 in the Artificial Analysis evaluation harness.

Original scores from one independent snapshot. Each model keeps one evaluation configuration across the task lenses; rounded ties share a rank.

Rank Model Provider Coding (%) State Reasoning (%)Research (Elo)Multimodal (%)Agentic (%)
1
Claude Sonnet 5.5
max · adaptive reasoning · default fallback
Anthropic 64% Measured ↗ 55%184426%71%
2
Claude Opus 5.5
max · adaptive reasoning · default fallback
Anthropic 60% Measured ↗ 61%184626%70%
3
OpenAI 59% Measured ↗ 55%154231%68%
4
Gemini 4 Argon
high · restricted access
Google 57% Measured ↗ 57%161122%78%
5
OpenAI 56% Measured ↗ 53%157531%65%
6
Claude Fable 5.1
max · adaptive reasoning · default fallback
Anthropic 52% Measured ↗ 59%173526%59%
7
OpenAI 44% Measured ↗ 48%150525%62%
8
Z.ai 42% Measured ↗ 42%165611%62%
9
Qwen3.8-Max-0902
0902 API snapshot · reasoning enabled
Alibaba Cloud 39% Measured ↗ 43%167223%56%
10
GLM-5.3-Flash
AA evaluated Flash configuration
Z.ai 33% Measured ↗ 40%164515%60%
11
DeepSeek 27% Measured ↗ 39%160013%69%
12
xAI 26% Measured ↗ 43%169520%66%
13
xAI 21% Measured ↗ 43%160917%67%
14
Google 20% Measured ↗ 48%141221%60%
15
Qwen3.8-Max
0803 release · reasoning enabled
Alibaba Cloud 19% Measured ↗ 43%160820%49%
16
OpenAI 13% Measured ↗ 39%143823%53%
16
Moonshot AI 13% Measured ↗ 47%154022%58%
18
MiniMax M3
AA evaluated M3 configuration
MiniMax 2% Measured ↗ 39%124610%21%
19
Mistral Medium 3.5
AA evaluated Medium 3.5 configuration
Mistral 0% Measured ↗ 14%7473%6%

Other catalog models

No score for this exact benchmark in the selected snapshot. Available historical results remain in each profile.

27 other models

Outside this benchmark snapshot

Qwen3.8-Flash-Next

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Sonnet 5

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Haiku 4.5

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Mythos 5.1

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Gemini 3.8 Flash Cyber

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

GPT-5.6 Sol

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

GPT-5.6 Terra

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

GPT-5.6 Luna

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Gemini 3.5 Flash

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Gemini 3.6 Flash

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Fable 5

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Opus 5

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Opus 4.8

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Opus 4.7

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

DeepSeek V4 Pro

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

DeepSeek V4 Flash

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

OpenAI GPT-5.4

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Claude Opus 4.6

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Gemini 3.1 Pro

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Gemini 3 Pro

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

DeepSeek-R1

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Gemini 3.7 Flash

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Qwen3.8-Flash

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

DeepSeek-V3

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Tencent Hunyuan-Large

—

No score is inferred or assigned a ranking position.

Outside this benchmark snapshot

Hunyuan-T1

—

No score is inferred or assigned a ranking position.

Missing evidence is not zero. Higher reasoning effort may cost more, and small margins in rounded scores need not be significant. Full methodology →