Key Specifications

Vendordeepseek
Versionmath-7b
Release Date2024-02-06
Context Window4096 tokens
Input Modalitiestext
Output Modalitiestext
LicenseDeepSeek License
Documentationhttps://api-docs.deepseek.com/

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU69.3%2024-02-065-shotview
HUMANEVAL54pass@12024-02-06view
GSM8K83.1%2024-02-060-shot CoTview
MATH53.8%2024-02-060-shot CoTview
BBH65.9%2024-02-063-shot CoTview
GPQA40.5%2024-02-060-shotview
IFEVAL61.1%2024-02-06prompt_strictview
ARC90.5%2024-02-06challengeview
MUSR49.8%2024-02-060-shotview
WINOGRANDE79.2%2024-02-060-shotview

Pricing

TierPriceCurrency
Input$0.14 / MtokUSD
Output$0.14 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://api-docs.deepseek.com/quick_start/pricing · as of 2024-02-06

Compliance

  • Data Residency: CN
  • SOC2: ✗
  • HIPAA: ✗
  • GDPR: ✗
  • ISO 27001: ✗

DeepSeek Math 7B

Model Overview

DeepSeek Math 7B 数学专用开源模型, 4K 上下文, 在 MATH 基准上达到 64.7%, 7B 规模数学模型领先。

Core Specifications

VendorVersionRelease DateContext WindowInput ModalitiesOutput ModalitiesLicense
Deepseekmath-7b2024-02-064KtexttextDeepSeek License

Benchmark Performance

BenchmarkScoreUnitNotes
MMLU (Massive Multitask Language Understanding)69.3%5-shot
HumanEval54.0pass@1
GSM8K (Grade School Math 8K)83.1%0-shot CoT
MATH53.8%0-shot CoT
BBH (BIG-Bench Hard)65.9%3-shot CoT
GPQA40.5%0-shot
IFEval61.1%prompt_strict
ARC90.5%challenge
MUSR49.8%0-shot
WinoGrande79.2%0-shot

Pricing

InputOutputCache ReadCache Write

per million tokens

Strengths

  • Reliable general-purpose model.

Weaknesses

  • Proprietary, not self-hostable.
  • Context window 4K is limited.

Use Cases

  • General chat and Q&A

References