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Claude 3.5 Sonnet 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 Claude 3.5 Sonnet and ERNIE 4.0.

Anthropic

Claude 3.5 Sonnet

Claude 3.5 Sonnet was Anthropic's breakout model of 2024, widely regarded as one of the most capable commercial LLMs of its generation. It earned widespread developer praise for its exceptional coding ability, nuanced long-form writing, and reliable complex reasoning across a 200,000-token context window. Claude 3.5 Sonnet introduced computer-use capabilities, enabling it to interact with desktop environments, web browsers, and software tools autonomously. Available via API at $3/MTok for input, it continues to be a popular choice for developers who want a well-rounded, safety-aligned model with strong benchmark performance for coding, analysis, and content generation tasks.

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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

SpecificationClaude 3.5 SonnetERNIE 4.0
ProviderAnthropicBaidu
Context Window200,000 tokens128,000 tokens
Agent SuitabilityN/A87/100
Time to First Token (TTFT)N/A380 ms
Deployment ModelN/Amanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2024-06-212025-08-30

API Pricing Comparison

Input Price per Million Tokens

Claude 3.5 Sonnet

$3.00

ERNIE 4.0

$1.20

Output Price per Million Tokens

Claude 3.5 Sonnet

$15.00

ERNIE 4.0

$2.40

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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
8870.0%vsN/A
Claude 3.5 Sonnet
ERNIE 4.0
HumanEvalPython coding & logic synthesis
9200.0%vsN/A
Claude 3.5 Sonnet
ERNIE 4.0
MATHComplex mathematical problem solving
7110.0%vsN/A
Claude 3.5 Sonnet
ERNIE 4.0
GPQAGraduate-level expert reasoning
5940.0%vsN/A
Claude 3.5 Sonnet
ERNIE 4.0
HellaSwagCommonsense reasoning and inference
9540.0%vsN/A
Claude 3.5 Sonnet
ERNIE 4.0
MT-BenchMulti-turn conversation flow quality
935.0%vsN/A
Claude 3.5 Sonnet
ERNIE 4.0

Claude 3.5 Sonnet Quirks & Gotchas

No developer gotchas reported.

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