StarChat2 15B v0.1: Complete Benchmark Performance Guide

other starchat2-15b-v0.1 2024-07-05 BigCode Open Model License

In-depth analysis of StarChat2 15B v0.1 performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorother
Versionstarchat2-15b-v0.1
Release Date2024-07-05
Context Window8192 tokens
Input Modalitiestext
Output Modalitiestext
LicenseBigCode Open Model License
Documentationhttps://huggingface.co/models

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU74.9%2024-07-055-shotview
HUMANEVAL69pass@12024-07-05—view
GSM8K50.7%2024-07-050-shot CoTview
MATH45.3%2024-07-050-shot CoTview
BBH70.6%2024-07-053-shot CoTview
GPQA25.9%2024-07-050-shotview
IFEVAL63.3%2024-07-05prompt_strictview
ARC91.7%2024-07-05challengeview
MUSR44.4%2024-07-050-shotview
WINOGRANDE75%2024-07-050-shotview

Pricing

TierPriceCurrency
Input$0.3 / MtokUSD
Output$0.3 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2024-07-05

Compliance

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

StarChat2 15B v0.1

Model Overview

HuggingFace StarChat2 15B 代码对话模型, 8K 上下文, 基于 StarCoder2 微调, 支持多语言代码生成。

Core Specifications

VendorVersionRelease DateContext WindowInput ModalitiesOutput ModalitiesLicense
Otherstarchat2-15b-v0.12024-07-058KtexttextBigCode Open Model License

Benchmark Performance

BenchmarkScoreUnitNotes
MMLU (Massive Multitask Language Understanding)74.9%5-shot
HumanEval69.0pass@1—
GSM8K (Grade School Math 8K)50.7%0-shot CoT
MATH45.3%0-shot CoT
BBH (BIG-Bench Hard)70.6%3-shot CoT
GPQA25.9%0-shot
IFEval63.3%prompt_strict
ARC91.7%challenge
MUSR44.4%0-shot
WinoGrande75.0%0-shot

Pricing

InputOutputCache ReadCache Write
————

per million tokens

Strengths

  • Reliable general-purpose model.

Weaknesses

  • Proprietary, not self-hostable.
  • Context window 8K is limited.

Use Cases

  • Code generation and debugging

References