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DeepSeek Prover V2 vs Llama 3 70B Instruct (Comparative Analysis)

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Comparative Analysis: DeepSeek Prover V2 vs. Llama 3 70B Instruct
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Overview

Llama 3 70B Instruct was released 1 year before DeepSeek Prover V2.
DeepSeek Prover V2DeepSeek Prover V2
Llama 3 70B InstructLlama 3 70B Instruct
Model Provider
The organization behind this AI's development
DeepSeek logoDeepSeek
Meta logoMeta
Input Context Window
Maximum input tokens this model can process at once
163.8K
tokens
8.2K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
Not specified
tokens
16.4K
tokens
Release Date
When this model first became publicly available
April 30th, 2025
April 18th, 2024

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
DeepSeek Prover V2
Llama 3 70B Instruct
Input Types
Supported input formats
📝Text
📝Text
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
DeepSeekLlama3
Key Features
Advanced capabilities
Function CallingStructured OutputReasoning ModeContent Moderation
Function CallingStructured OutputReasoning ModeContent Moderation
Open Source
Model availability
Available on HuggingFace →Available on HuggingFace →

Pricing

DeepSeek Prover V2 is roughly 1.7x more expensive compared to Llama 3 70B Instruct for input tokens and roughly 5.5x more expensive for output tokens.
DeepSeek Prover V2DeepSeek Prover V2
Llama 3 70B InstructLlama 3 70B Instruct
Input Token Cost
Cost per million input tokens
$0.50
per million tokens
$0.30
per million tokens
Output Token Cost
Cost per million outut tokens
$2.18
per million tokens
$0.40
per million tokens

Benchmarks

Compare relevant benchmarks between DeepSeek Prover V2 and Llama 3 70B Instruct.
DeepSeek Prover V2DeepSeek Prover V2
Llama 3 70B InstructLlama 3 70B Instruct
MMLU
Measures knowledge across 57 subjects like law, math, history, and science
Benchmark not available.
Benchmark not available.
MMMU
Measures understanding of combined text and images across various domains
Benchmark not available.
Benchmark not available.
HellaSwag
Measures common sense reasoning by having models complete sentences about everyday situations
Benchmark not available.
Benchmark not available.

At a Glance

Quick overview of what makes DeepSeek Prover V2 and Llama 3 70B Instruct unique.
DeepSeek logoDeepSeek Prover V2 by DeepSeek generates structured data. It can handle standard conversations with its 163.8K token context window. Reasonably priced at $0.50/M input and $2.18/M output tokens. Released April 30th, 2025.
Meta logoLlama 3 70B Instruct by Meta can use external tools and APIs, generates structured data. It can handle standard conversations with its 8.2K token context window. Very affordable at $0.30/M input and $0.40/M output tokens. Released April 18th, 2024.

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