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Gemini 3.1 Pro Preview Custom Tools vs Qwen2.5 7B Instruct

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 Gemini 3.1 Pro Preview Custom Tools and Qwen2.5 7B Instruct.

Google

Gemini 3.1 Pro Preview Custom Tools

Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party...

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Alibaba

Qwen2.5 7B Instruct

Qwen2.5 7B is the latest series of Qwen large language models. Qwen2.5 brings the following improvements upon Qwen2: - Significantly more knowledge and has greatly improved capabilities in coding and...

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Technical Specifications

SpecificationGemini 3.1 Pro Preview Custom ToolsQwen2.5 7B Instruct
ProviderGoogleAlibaba
Context Window1,048,756 tokens131,072 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-252024-10-16

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$2.00

Qwen2.5 7B Instruct

$0.04

Output Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$12.00

Qwen2.5 7B Instruct

$0.10

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/Avs7580.0%
Gemini 3.1 Pro Preview Custom Tools
Qwen2.5 7B Instruct
HumanEvalPython coding & logic synthesis
N/Avs7800.0%
Gemini 3.1 Pro Preview Custom Tools
Qwen2.5 7B Instruct
MATHComplex mathematical problem solving
N/Avs4250.0%
Gemini 3.1 Pro Preview Custom Tools
Qwen2.5 7B Instruct
GPQAGraduate-level expert reasoning
N/Avs3200.0%
Gemini 3.1 Pro Preview Custom Tools
Qwen2.5 7B Instruct
HellaSwagCommonsense reasoning and inference
N/Avs7950.0%
Gemini 3.1 Pro Preview Custom Tools
Qwen2.5 7B Instruct
MT-BenchMulti-turn conversation flow quality
N/Avs820.0%
Gemini 3.1 Pro Preview Custom Tools
Qwen2.5 7B Instruct

Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas

No developer gotchas reported.

Qwen2.5 7B Instruct Quirks & Gotchas

No developer gotchas reported.