Key Specifications

Vendorother
Versionwizardmath-7b-v1
Release Date2023-08-17
Context Window4096 tokens
Input Modalitiestext
Output Modalitiestext
LicenseLlama 2 Community License
Documentationhttps://huggingface.co/models

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU69.1%2023-08-175-shotview
HUMANEVAL61.1pass@12023-08-17view
GSM8K83.7%2023-08-170-shot CoTview
MATH65.8%2023-08-170-shot CoTview
BBH74.4%2023-08-173-shot CoTview
GPQA30.2%2023-08-170-shotview
IFEVAL57.7%2023-08-17prompt_strictview
ARC91.4%2023-08-17challengeview
MUSR53.4%2023-08-170-shotview
WINOGRANDE70.5%2023-08-170-shotview

Pricing

TierPriceCurrency
Input$0.18 / MtokUSD
Output$0.18 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2023-08-17

Compliance

  • Data Residency: self-host
  • SOC2: ✗
  • HIPAA: ✗
  • GDPR: ✗
  • ISO 27001: ✗

Microsoft WizardMath 7B v1

Model Overview

Microsoft WizardMath 7B v1 数学专用模型, 4K 上下文, 基于 Llama 2 7B, 在 GSM8K 上达到 54.9%。

Core Specifications

VendorVersionRelease DateContext WindowInput ModalitiesOutput ModalitiesLicense
Otherwizardmath-7b-v12023-08-174KtexttextLlama 2 Community License

Benchmark Performance

BenchmarkScoreUnitNotes
MMLU (Massive Multitask Language Understanding)69.1%5-shot
HumanEval61.1pass@1
GSM8K (Grade School Math 8K)83.7%0-shot CoT
MATH65.8%0-shot CoT
BBH (BIG-Bench Hard)74.4%3-shot CoT
GPQA30.2%0-shot
IFEval57.7%prompt_strict
ARC91.4%challenge
MUSR53.4%0-shot
WinoGrande70.5%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