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DeepSeek: DeepSeek V3.2

DeepSeek
Vision
164K
Context
$0.2200
Input /1M
$0.3200
Output /1M
N/A
Max Output
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DeepSeek: DeepSeek V3.2

Model ID: deepseek/deepseek-v3.2 Provider: DeepSeek Category: Reasoning Model, General Purpose Release Date: December 1, 2025

Overview

DeepSeek V3.2 is a large language model designed to harmonize high computational efficiency with strong reasoning and agentic tool-use capabilities. It employs DeepSeek Sparse Attention (DSA) technology for cost reduction and performance improvements in long-context scenarios. The system achieved notable competitive results, including gold medals at the 2025 IMO and IOI competitions.

Technical Specifications

Property Value
Context Length 163,840 tokens
Input Modalities Text
Output Modalities Text
Architecture Sparse Attention (DSA)
Reasoning Support Yes (configurable)

Pricing

Type Price
Input $0.22 per 1M tokens
Output $0.32 per 1M tokens

Note: No free tier available

Capabilities

Reasoning

  • Configurable thinking tokens for deep reasoning
  • Strong mathematical and logical reasoning
  • Competitive performance on mathematical competitions (IMO gold)
  • Tool-use and agentic capabilities

Input Modalities

  • Text only

Output Modalities

  • Text only

Key Features

  • DeepSeek Sparse Attention (DSA) technology
  • Cost-optimized computation
  • Configurable reasoning depth
  • Long-context support (163,840 tokens)
  • Response format control

Supported Parameters

  • reasoning - Enable/configure reasoning
  • max_tokens - Maximum output tokens
  • temperature - Sampling temperature
  • top_p - Nucleus sampling parameter
  • seed - Random seed for reproducibility
  • response_format - Control output format
  • stop - Stop sequences

Use Cases

  • Mathematical Problem Solving: Strong performance on complex math
  • Scientific Research: Deep reasoning for scientific challenges
  • Academic Analysis: Logic puzzles, proofs, and theoretical work
  • Code Analysis: Understanding complex code patterns
  • Reasoning Tasks: Multi-step logical reasoning
  • Competition Problems: IMO/IOI-level problem solving

Limitations

  • Text-only input/output (no vision)
  • No free tier
  • Prompt retention policy may affect privacy-sensitive applications
  • DeepSeek: DeepSeek V3 (larger variant)
  • DeepSeek: DeepSeek V2
  • OpenAI: GPT-4 Turbo (alternative for reasoning)
  • Anthropic: Claude 3 Opus (alternative)

Performance Metrics

Competition Performance

  • IMO 2025: Gold medal
  • IOI 2025: Gold medal
  • Strong performance in mathematical reasoning and logic puzzles

Usage Statistics (Recent)

  • Billions of tokens processed daily
  • Consistent deployment across reasoning-intensive tasks
  • Reasoning tokens average 15-25% of total completion tokens

Use Case Rankings (Based on Recent Analytics)

Use Case Rank Requests
Roleplay 1 18,248
Academia 4 1,002
Finance 7 1,390
Science 8 2,891

Provider Details

Primary Provider: GMICloud

Data Policy

  • Training: Prohibited
  • Prompt Retention: Yes
  • Publishing: Not permitted

Competitive Advantages

  • Gold medal performance at IMO and IOI 2025
  • Cost-effective through Sparse Attention technology
  • Strong reasoning capabilities with configurable depth
  • Long-context support for document analysis

Additional Notes

  • Highly recommended for mathematical and logical reasoning
  • DSA technology provides cost advantages for long-context scenarios
  • Excellent for academic and scientific applications
  • Strong choice for competitive problem-solving applications
  • Consider reasoning token usage in cost calculations