Command R: Complete Benchmark Performance Guide

cohere r 2024-03-11 CC-BY-NC-4.0

In-depth analysis of Command R performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorcohere
Versionr
Release Date2024-03-11
Context Window128000 tokens
Input Modalitiestext
Output Modalitiestext
LicenseCC-BY-NC-4.0
Documentationhttps://docs.cohere.com/docs

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU79.3%2024-03-115-shotview
HUMANEVAL75.8pass@12024-03-11—view
GSM8K86.9%2024-03-110-shot CoTview
MATH43.9%2024-03-110-shot CoTview
BBH78.4%2024-03-113-shot CoTview
GPQA44%2024-03-110-shotview
IFEVAL74.1%2024-03-11prompt_strictview
ARC93.9%2024-03-11challengeview
MUSR57%2024-03-110-shotview
WINOGRANDE84.8%2024-03-110-shotview

Pricing

TierPriceCurrency
Input$0.15 / MtokUSD
Output$0.6 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://cohere.com/pricing · as of 2024-03-11

Compliance

  • Data Residency: US
  • SOC2: ✓
  • HIPAA: ✗
  • GDPR: ✓
  • ISO 27001: ✓

Command R

Model Genel Bakışı

Cohere Command R 经济型 35B 模型, 128K 上下文, 针对 RAG 与工具调用优化, 适合大规模部署。

Temel Özellikler

SatıcıSürümYayın TarihiBağlam PenceresiGiriş ModlarıÇıkış ModlarıLisans
Coherer2024-03-11128KtexttextCC-BY-NC-4.0

Benchmark Performansı

BenchmarkPuanBirimNotlar
MMLU (Massive Multitask Language Understanding)79.3%5-shot
HumanEval75.8pass@1—
GSM8K (Grade School Math 8K)86.9%0-shot CoT
MATH43.9%0-shot CoT
BBH (BIG-Bench Hard)78.4%3-shot CoT
GPQA44.0%0-shot
IFEval74.1%prompt_strict
ARC93.9%challenge
MUSR57.0%0-shot
WinoGrande84.8%0-shot

Fiyatlandırma

GirişÇıkışÖnbellek OkumaÖnbellek Yazma
————

milyon token başına

Güçlü Yönler

  • GSM8K 86.9, robust math reasoning.
  • 企业级合规认证。

Zayıf Yönler

  • 闭源专有模型，不支持自托管。

Kullanım Senaryoları

  • 代码生成与调试
  • 企业客户支持

Referanslar