Qwen2 7B: Complete Benchmark Performance Guide

alibaba 2-7b 2024-06-07 Qwen License

In-depth analysis of Qwen2 7B performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendoralibaba
Version2-7b
Release Date2024-06-07
Context Window131072 tokens
Input Modalitiestext
Output Modalitiestext
LicenseQwen License
Documentationhttps://qwenlm.github.io/

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU63.4%2024-06-075-shotview
HUMANEVAL67pass@12024-06-07—view
GSM8K73.2%2024-06-070-shot CoTview
MATH40.7%2024-06-070-shot CoTview
BBH63.3%2024-06-073-shot CoTview
GPQA31.6%2024-06-070-shotview
IFEVAL61.8%2024-06-07prompt_strictview
ARC86.8%2024-06-07challengeview
MUSR43.9%2024-06-070-shotview
WINOGRANDE77.3%2024-06-070-shotview

Pricing

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

Source: https://help.aliyun.com/zh/model-studio/getting-started/models · as of 2024-06-07

Compliance

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

Qwen2 7B

모델 개요

阿里巴巴 Qwen2 7B 经济型开源模型, 131K 上下文, 7B 参数, 性能超越 Llama 2 13B, 适合本地部署。

핵심 사양

공급업체버전출시일컨텍스트 창입력 모달리티출력 모달리티라이선스
Alibaba2-7b2024-06-07131KtexttextQwen License

벤치마크 성능

벤치마크점수단위비고
MMLU (Massive Multitask Language Understanding)63.4%5-shot
HumanEval67.0pass@1—
GSM8K (Grade School Math 8K)73.2%0-shot CoT
MATH40.7%0-shot CoT
BBH (BIG-Bench Hard)63.3%3-shot CoT
GPQA31.6%0-shot
IFEval61.8%prompt_strict
ARC86.8%challenge
MUSR43.9%0-shot
WinoGrande77.3%0-shot

가격

입력출력캐시 읽기캐시 쓰기
————

백만 토큰당

강점

  • 可靠的通用模型。

약점

  • 闭源专有模型，不支持自托管。

사용 사례

  • 通用对话与问答

참고문헌