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Qwen 2.5-Coder 32B vs UI-TARS 7B

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Qwen 2.5-Coder 32B and UI-TARS 7B.

Alibaba

Qwen 2.5-Coder 32B

Qwen 2.5-Coder 32B is Alibaba's specialized code generation model built on the Qwen 2.5 architecture, fine-tuned on a massive corpus of code repositories, technical documentation, and programming discussions. It achieves competitive results against GPT-4o and Claude Sonnet on coding benchmarks like HumanEval, MBPP, and LiveCodeBench while supporting a broad range of programming languages from Python and JavaScript to Rust and Go. Its 128K context window enables whole-repository analysis and complex multi-file refactoring tasks.

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ByteDance

UI-TARS 7B

UI-TARS-1.5 is a multimodal vision-language agent optimized for GUI-based environments, including desktop interfaces, web browsers, mobile systems, and games. Built by ByteDance, it builds upon the UI-TARS framework with reinforcement...

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Technical Specifications

SpecificationQwen 2.5-Coder 32BUI-TARS 7B
ProviderAlibabaByteDance
Context Window131,072 tokens128,000 tokens
Agent Suitability89/100N/A
Time to First Token (TTFT)260 msN/A
Deployment Modelself hostablemanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-11-122025-07-22

API Pricing Comparison

Input Price per Million Tokens

Qwen 2.5-Coder 32B

$0.35

UI-TARS 7B

$0.10

Output Price per Million Tokens

Qwen 2.5-Coder 32B

$0.70

UI-TARS 7B

$0.20

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs7350.0%
Qwen 2.5-Coder 32B
UI-TARS 7B
HumanEvalPython coding & logic synthesis
N/Avs8020.0%
Qwen 2.5-Coder 32B
UI-TARS 7B
MATHComplex mathematical problem solving
N/Avs4050.0%
Qwen 2.5-Coder 32B
UI-TARS 7B
GPQAGraduate-level expert reasoning
N/Avs3000.0%
Qwen 2.5-Coder 32B
UI-TARS 7B
HellaSwagCommonsense reasoning and inference
N/Avs7800.0%
Qwen 2.5-Coder 32B
UI-TARS 7B
MT-BenchMulti-turn conversation flow quality
N/Avs805.0%
Qwen 2.5-Coder 32B
UI-TARS 7B

Qwen 2.5-Coder 32B Quirks & Gotchas

  • โ–ธStrong code generation across 40+ languages โ€” excellent for multi-language repos
  • โ–ธAvailable via Alibaba Cloud API or self-hosted

UI-TARS 7B Quirks & Gotchas

No developer gotchas reported.