DeepSeek V3 0324 Available on Novita AI

DeepSeek V3 0324, the latest iteration of the powerful DeepSeek AI series, is now seamlessly accessible via Novita AI.

This advanced version brings substantial enhancements in logical reasoning, mathematical problem-solving, function-calling accuracy, and specialized language proficiency, especially for Chinese.

This technical guide comprehensively covers DeepSeek V3 0324’s upgrades, detailed benchmarks, comparative analyses, and practical integration methods.

For quick hands-on experimentation, developers can use Novita AI’s interactive LLM Playground and follow the clear Quick Start Guide.

What’s New: DeepSeek V3 0324 vs. DeepSeek V3

Enhanced Reasoning Capabilities

DeepSeek V3 0324 significantly outperforms its predecessor in logical and mathematical reasoning benchmarks, although available at the same price:

• MMLU-Pro: Improved from 75.9% to 81.2% (+5.3%).

• GPQA Diamond: Increased from 59.1% to 68.4% (+9.3%).

• MATH-500: Enhanced accuracy from 90.2% to 94.0%, excelling in mathematical reasoning.

• AIME 2024: Improved considerably from 39.6% to 59.4% (+19.8%).

• LiveCodeBench: Improved coding performance from 39.2% to 49.2% (+10.0%).

These improvements ensure greater accuracy and reliability for complex reasoning tasks.

Try DeepSeek V3 0324 now with $0.5 free credits

Improved Front-End Web Development

DeepSeek V3 0324 generates cleaner, executable, and professionally structured front-end code.

This improvement allows developers to prototype interactive and visually appealing web solutions faster, reducing debugging and accelerating project timelines.

Refined Chinese Writing and Interaction

DeepSeek V3 0324 aligns closely with DeepSeek-R1’s sophisticated writing style.

The model produces superior-quality, contextually relevant medium-to-long-form Chinese content, ideal for chatbots, customer support, and content generation tools.

Accurate Function Calling

Function-calling accuracy has significantly improved, resolving reliability issues observed in earlier versions.

Developers can now confidently integrate structured outputs into API-driven applications and complex workflows.

In-Depth Benchmarking Analysis

Below is a detailed benchmarking analysis comparing DeepSeek V3 0324 to other prominent models:

Source from: DeepSeek-V3–0324 Release

Key Takeaways:

• Mathematical Reasoning (MATH-500):
  DeepSeek V3 0324 achieves the highest score (94.0%) in the MATH-500 benchmark, outperforming GPT-4.5 (90.7%), Qwen-Max (82.6%), and Claude-Sonnet-3.7 (82.2%), indicating superior math-solving capabilities.

• General Knowledge (MMLU-Pro):
  DeepSeek V3 0324 (81.2%) exhibits significant improvement compared to DeepSeek V3 (75.9%), closely approaching GPT-4.5 (86.1%) and surpassing Qwen-Max (76.1%) and Claude-Sonnet-3.7 (80.7%).

• Coding Performance (LiveCodeBench):
  DeepSeek V3 0324 demonstrates notable improvement (49.2%) over its predecessor (39.2%) in the LiveCodeBench, closely competitive with GPT-4.5 (44.4%) and surpassing Claude-Sonnet-3.7 (42.2%) and Qwen-Max (38.7%).

• Complex Problem-Solving (AIME 2024):
  With a remarkable score of 59.4%, DeepSeek V3 0324 significantly exceeds GPT-4.5 (36.7%), Claude-Sonnet-3.7 (23.3%), and Qwen-Max (26.7%), showcasing its strength in solving advanced problems.

DeepSeek V3 0324 vs. Claude 3.7 vs. GPT-4.5

To better understand how DeepSeek V3 0324 compares in the broader AI ecosystem, let’s take a closer look at its performance and features alongside two other leading models — Claude 3.7 and GPT-4.5:

Key Takeaways:

• Cost Efficiency: DeepSeek V3 0324 offers significant cost savings compared to GPT-4.5 and Claude-Sonnet-3.7, making it highly accessible for startups and large-scale projects.

• Specialization: DeepSeek V3 0324 excels in scenarios requiring advanced mathematical reasoning, coding, and specialized Chinese language applications.

• Integration Simplicity: Novita AI simplifies integration significantly by maintaining compatibility with the OpenAI API standard.

Getting Started with DeepSeek V3 0324 on Novita AI

To quickly leverage DeepSeek V3 0324:

Step 1: Go to Novita AI and log in using your Google, GitHub account, or email address.

Step 2: Try the DeepSeek-V3–0324 Demo.

Step 3: Monitor the LLM Metrics Console of the model on Novita AI.

Step 4: Get your API Key:

• Navigate to “Key Management” in the settings.

• A default key is created upon your first login.

• To generate additional keys, click on “+ Add New Key.”

Step 5: Set up your development environment and configure options such as content, role, name, and prompt

Accessing DeepSeek V3 0324 API via Novita AI

Novita AI simplifies DeepSeek V3 0324 integration via an intuitive, OpenAI-compatible API.

For python users

from openai import OpenAI

client = OpenAI(
    base_url="https://api.novita.ai/v3/openai",
    api_key="<YOUR Novita AI API Key>",
)
model = "deepseek/deepseek-v3-0324"
stream = True # or False
max_tokens = 2048
system_content = """Be a helpful assistant"""
temperature = 1
top_p = 1
min_p = 0
top_k = 50
presence_penalty = 0
frequency_penalty = 0
repetition_penalty = 1
response_format = { "type": "text" }
chat_completion_res = client.chat.completions.create(
    model=model,
    messages=[
        {
            "role": "system",
            "content": system_content,
        },
        {
            "role": "user",
            "content": "Hi there!",
        }
    ],
    stream=stream,
    max_tokens=max_tokens,
    temperature=temperature,
    top_p=top_p,
    presence_penalty=presence_penalty,
    frequency_penalty=frequency_penalty,
    response_format=response_format,
    extra_body={
      "top_k": top_k,
      "repetition_penalty": repetition_penalty,
      "min_p": min_p
    }
  )
if stream:
    for chunk in chat_completion_res:
        print(chunk.choices[0].delta.content or "", end="")
else:
    print(chat_completion_res.choices[0].message.content)

For JavaScript users:

import OpenAI from "openai";
const openai = new OpenAI({
  baseURL: "https://api.novita.ai/v3/openai",
  apiKey: "<YOUR Novita AI API Key>",
});
const stream = true; // or false
async function run() {
  const completion = await openai.chat.completions.create({
    messages: [
      {
        role: "system",
        content: "Be a helpful assistant",
      },
      {
        role: "user",
        content: "Hi there!",
      },
    ],
    model: "deepseek/deepseek-v3-0324",
    stream,
    response_format: { type: "text" },
    max_tokens: 2048,
    temperature: 1,
    top_p: 1,
    min_p: 0,
    top_k: 50,
    presence_penalty: 0,
    frequency_penalty: 0,
    repetition_penalty: 1
  });
  if (stream) {
    for await (const chunk of completion) {
      if (chunk.choices[0].finish_reason) {
        console.log(chunk.choices[0].finish_reason);
      } else {
        console.log(chunk.choices[0].delta.content);
      }
    }
  } else {
    console.log(JSON.stringify(completion));
  }
}
run();

For Curl users:

curl "https://api.novita.ai/v3/openai/chat/completions" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer <YOUR Novita AI API Key>" \
  -d @- << 'EOF'
{
    "model": "deepseek/deepseek-v3-0324",
    "messages": [
        {
            "role": "system",
            "content": "Be a helpful assistant"
        },
        {
            "role": "user",
            "content": "Hi there!"
        }
    ],
    "response_format": { "type": "text" },
    "max_tokens": 2048,
    "temperature": 1,
    "top_p": 1,
    "min_p": 0,
    "top_k": 50,
    "presence_penalty": 0,
    "frequency_penalty": 0,
    "repetition_penalty": 1
}
EOF

For detailed instructions, refer to Novita AI’s comprehensive Quick Start Guide.

Conclusion

DeepSeek V3 0324, now available on Novita AI, significantly upgrades reasoning, coding, and specialized language processing capabilities.

Its competitive pricing, powerful features, intuitive API integration, and scalable infrastructure offer developers unmatched efficiency and cost-effectiveness.

Start leveraging DeepSeek V3 0324 on Novita AI today and elevate your AI projects effectively and affordably.

About Novita AI

Novita AI is an AI cloud platform that offers developers an easy way to deploy AI models using our simple API, while also providing an affordable and reliable GPU cloud for building and scaling.