Key Specifications

Vendorother
Versionorca-2-13b
Release Date2023-11-20
Context Window4096 tokens
Input Modalitiestext
Output Modalitiestext
LicenseMIT
Documentationhttps://huggingface.co/models

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU78.4%2023-11-205-shotview
HUMANEVAL74.3pass@12023-11-20view
GSM8K84.1%2023-11-200-shot CoTview
MATH42.3%2023-11-200-shot CoTview
BBH70.8%2023-11-203-shot CoTview
GPQA42.5%2023-11-200-shotview
IFEVAL74.2%2023-11-20prompt_strictview
ARC91.4%2023-11-20challengeview
MUSR59.8%2023-11-200-shotview
WINOGRANDE80.2%2023-11-200-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 2023-11-20

Compliance

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

Orca 2 13B

Model Overview

Microsoft Orca 2 13B 推理增强模型, 4K 上下文, 基于 Llama 2 微调, 通过渐进式复杂任务训练提升推理。

Core Specifications

VendorVersionRelease DateContext WindowInput ModalitiesOutput ModalitiesLicense
Otherorca-2-13b2023-11-204KtexttextMIT

Benchmark Performance

BenchmarkScoreUnitNotes
MMLU (Massive Multitask Language Understanding)78.4%5-shot
HumanEval74.3pass@1
GSM8K (Grade School Math 8K)84.1%0-shot CoT
MATH42.3%0-shot CoT
BBH (BIG-Bench Hard)70.8%3-shot CoT
GPQA42.5%0-shot
IFEval74.2%prompt_strict
ARC91.4%challenge
MUSR59.8%0-shot
WinoGrande80.2%0-shot

Pricing

InputOutputCache ReadCache Write

per million tokens

Strengths

  • Reliable general-purpose model.

Weaknesses

  • Proprietary, not self-hostable.
  • Context window 4K is limited.

Use Cases

  • Code generation and debugging

References