Baichuan2 7B Chat: Complete Benchmark Performance Guide

other baichuan2-7b-chat 2023-09-06 Baichuan 2 License

In-depth analysis of Baichuan2 7B Chat performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorother
Versionbaichuan2-7b-chat
Release Date2023-09-06
Context Window4096 tokens
Input Modalitiestext
Output Modalitiestext
LicenseBaichuan 2 License
Documentationhttps://huggingface.co/models

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU57.9%2023-09-065-shotview
HUMANEVAL49.2pass@12023-09-06—view
GSM8K40%2023-09-060-shot CoTview
MATH18.8%2023-09-060-shot CoTview
BBH53%2023-09-063-shot CoTview
GPQA33.5%2023-09-060-shotview
IFEVAL50.1%2023-09-06prompt_strictview
ARC86%2023-09-06challengeview
MUSR33.1%2023-09-060-shotview
WINOGRANDE68.3%2023-09-060-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 2023-09-06

Compliance

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

Baichuan2 7B Chat

Model Overview

百川智能 Baichuan2 7B Chat 经济型对话模型, 4K 上下文, 7B 参数, 适合本地中文场景部署。

Core Specifications

VendorVersionRelease DateContext WindowInput ModalitiesOutput ModalitiesLicense
Otherbaichuan2-7b-chat2023-09-064KtexttextBaichuan 2 License

Benchmark Performance

BenchmarkScoreUnitNotes
MMLU (Massive Multitask Language Understanding)57.9%5-shot
HumanEval49.2pass@1—
GSM8K (Grade School Math 8K)40.0%0-shot CoT
MATH18.8%0-shot CoT
BBH (BIG-Bench Hard)53.0%3-shot CoT
GPQA33.5%0-shot
IFEval50.1%prompt_strict
ARC86.0%challenge
MUSR33.1%0-shot
WinoGrande68.3%0-shot

Pricing

InputOutputCache ReadCache Write
————

per million tokens

Strengths

  • Reliable general-purpose model.

Weaknesses

  • MMLU 57.9, weak knowledge reasoning.
  • HumanEval 49.2, coding weak.
  • Proprietary, not self-hostable.
  • Context window 4K is limited.

Use Cases

  • General chat and Q&A

References