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Gemini 3.1 Pro Preview Custom Tools vs R1 Distill Llama 70B

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 R1 Distill Llama 70B.

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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DeepSeek

R1 Distill Llama 70B

DeepSeek R1 Distill Llama 70B is a distilled large language model based on [Llama-3.3-70B-Instruct](/meta-llama/llama-3.3-70b-instruct), using outputs from [DeepSeek R1](/deepseek/deepseek-r1). The model combines advanced distillation techniques to achieve high performance across...

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Technical Specifications

SpecificationGemini 3.1 Pro Preview Custom ToolsR1 Distill Llama 70B
ProviderGoogleDeepSeek
Context Window1,048,756 tokens128,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apiself hostable
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-252025-01-23

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$2.00

R1 Distill Llama 70B

$0.80

Output Price per Million Tokens

Gemini 3.1 Pro Preview Custom Tools

$12.00

R1 Distill Llama 70B

$0.80

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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/Avs8520.0%
Gemini 3.1 Pro Preview Custom Tools
R1 Distill Llama 70B
HumanEvalPython coding & logic synthesis
N/Avs8830.0%
Gemini 3.1 Pro Preview Custom Tools
R1 Distill Llama 70B
MATHComplex mathematical problem solving
N/Avs7000.0%
Gemini 3.1 Pro Preview Custom Tools
R1 Distill Llama 70B
GPQAGraduate-level expert reasoning
N/Avs4450.0%
Gemini 3.1 Pro Preview Custom Tools
R1 Distill Llama 70B
HellaSwagCommonsense reasoning and inference
N/Avs8600.0%
Gemini 3.1 Pro Preview Custom Tools
R1 Distill Llama 70B
MT-BenchMulti-turn conversation flow quality
N/Avs905.0%
Gemini 3.1 Pro Preview Custom Tools
R1 Distill Llama 70B

Gemini 3.1 Pro Preview Custom Tools Quirks & Gotchas

No developer gotchas reported.

R1 Distill Llama 70B Quirks & Gotchas

No developer gotchas reported.