StableCode 3B: Complete Benchmark Performance Guide

other stablecode-3b 2024-01-19 Stability AI Community License

In-depth analysis of StableCode 3B performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorother
Versionstablecode-3b
Release Date2024-01-19
Context Window100000 tokens
Input Modalitiestext
Output Modalitiestext
LicenseStability AI Community License
Documentationhttps://huggingface.co/models

Benchmark Performance

Benchmark Score Unit Evaluated At Notes Source
MMLU 77.4 % 2024-01-19 5-shot view
HUMANEVAL 77 pass@1 2024-01-19 — view
GSM8K 68.5 % 2024-01-19 0-shot CoT view
MATH 31 % 2024-01-19 0-shot CoT view
BBH 58.4 % 2024-01-19 3-shot CoT view
GPQA 24.5 % 2024-01-19 0-shot view
IFEVAL 51.8 % 2024-01-19 prompt_strict view
ARC 86.4 % 2024-01-19 challenge view
MUSR 51.8 % 2024-01-19 0-shot view
WINOGRANDE 70.9 % 2024-01-19 0-shot view

Pricing

Tier Price Currency
Input$0.12 / MtokUSD
Output$0.12 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2024-01-19

Compliance

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

StableCode 3B

Model Overview

Stability AI StableCode 3B 代码专用模型, 100K 上下文, 3B 参数, 支持多种编程语言代码补全。

Core Specifications

Vendor Version Release Date Context Window Input Modalities Output Modalities License
Other stablecode-3b 2024-01-19 100K text text Stability AI Community License

Benchmark Performance

Benchmark Score Unit Notes
MMLU (Massive Multitask Language Understanding) 77.4 % 5-shot
HumanEval 77.0 pass@1 —
GSM8K (Grade School Math 8K) 68.5 % 0-shot CoT
MATH 31.0 % 0-shot CoT
BBH (BIG-Bench Hard) 58.4 % 3-shot CoT
GPQA 24.5 % 0-shot
IFEval 51.8 % prompt_strict
ARC 86.4 % challenge
MUSR 51.8 % 0-shot
WinoGrande 70.9 % 0-shot

Pricing

Input Output Cache Read Cache Write
— — — —

per million tokens

Strengths

  • Context window 100K.

Weaknesses

  • Proprietary, not self-hostable.

Use Cases

  • Code generation and debugging
  • Long document summarization

References