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DeepSeek R1 vs Llama 3 8B 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 DeepSeek R1 and Llama 3 8B Instruct.

DeepSeek

DeepSeek R1

A premier reasoning model employing large-scale reinforcement learning. Displays specialized math, coding, and logical validation capabilities comparable to OpenAI's o1.

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Meta

Llama 3 8B Instruct

Meta's latest class of model (Llama 3) launched with a variety of sizes & flavors. This 8B instruct-tuned version was optimized for high quality dialogue usecases. It has demonstrated strong...

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Technical Specifications

SpecificationDeepSeek R1Llama 3 8B Instruct
ProviderDeepSeekMeta
Context Window163,840 tokens8,192 tokens
Agent Suitability78/100N/A
Time to First Token (TTFT)1800 msN/A
Deployment Modelmanaged apiself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-01-202024-04-18

API Pricing Comparison

Input Price per Million Tokens

DeepSeek R1

$0.70

Llama 3 8B Instruct

$0.14

Output Price per Million Tokens

DeepSeek R1

$2.50

Llama 3 8B Instruct

$0.14

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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
9080.0%vsN/A
DeepSeek R1
Llama 3 8B Instruct
HumanEvalPython coding & logic synthesis
9280.0%vsN/A
DeepSeek R1
Llama 3 8B Instruct
MATHComplex mathematical problem solving
9310.0%vsN/A
DeepSeek R1
Llama 3 8B Instruct
GPQAGraduate-level expert reasoning
6210.0%vsN/A
DeepSeek R1
Llama 3 8B Instruct
HellaSwagCommonsense reasoning and inference
9050.0%vsN/A
DeepSeek R1
Llama 3 8B Instruct
MT-BenchMulti-turn conversation flow quality
935.0%vsN/A
DeepSeek R1
Llama 3 8B Instruct

DeepSeek R1 Quirks & Gotchas

  • โ–ธReasoning model โ€” not designed for high-frequency tool calling
  • โ–ธPair with a smaller model (V4 Flash) for routing and use R1 for complex reasoning only

Llama 3 8B Instruct Quirks & Gotchas

No developer gotchas reported.