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DeepSeek R1 vs ERNIE 4.0

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 ERNIE 4.0.

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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Baidu

ERNIE 4.0

ERNIE 4.0 (文心一言 4.0) is Baidu's most advanced large language model, representing the culmination of Baidu's decades of search and NLP expertise. Built on Baidu's proprietary knowledge-enhanced pre-training architecture, ERNIE 4.0 integrates deep understanding of Chinese language, culture, and domain-specific knowledge. It achieves GPT-4-class performance on comprehensive Chinese-language benchmarks spanning language understanding, reasoning, mathematics, and code generation. ERNIE 4.0 powers Baidu's Wenxin Yiyan consumer chatbot and is available via Baidu AI Cloud API for enterprise integrations.

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Technical Specifications

SpecificationDeepSeek R1ERNIE 4.0
ProviderDeepSeekBaidu
Context Window163,840 tokens128,000 tokens
Agent Suitability78/10087/100
Time to First Token (TTFT)1800 ms380 ms
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-01-202025-08-30

API Pricing Comparison

Input Price per Million Tokens

DeepSeek R1

$0.70

ERNIE 4.0

$1.20

Output Price per Million Tokens

DeepSeek R1

$2.50

ERNIE 4.0

$2.40

Want to test both models live?

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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
ERNIE 4.0
HumanEvalPython coding & logic synthesis
9280.0%vsN/A
DeepSeek R1
ERNIE 4.0
MATHComplex mathematical problem solving
9310.0%vsN/A
DeepSeek R1
ERNIE 4.0
GPQAGraduate-level expert reasoning
6210.0%vsN/A
DeepSeek R1
ERNIE 4.0
HellaSwagCommonsense reasoning and inference
9050.0%vsN/A
DeepSeek R1
ERNIE 4.0
MT-BenchMulti-turn conversation flow quality
935.0%vsN/A
DeepSeek R1
ERNIE 4.0

DeepSeek R1 Quirks & Gotchas

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

ERNIE 4.0 Quirks & Gotchas

  • β–ΈSuperior Chinese-language understanding β€” best-in-class for China-market applications
  • β–ΈAPI requires Baidu Cloud account with Chinese phone verification