Nous Hermes 2 Mixtral 8x7B: Complete Benchmark Performance Guide

other nous-hermes-2-mixtral-8x7b 2024-02-19 Apache 2.0

In-depth analysis of Nous Hermes 2 Mixtral 8x7B performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorother
Versionnous-hermes-2-mixtral-8x7b
Release Date2024-02-19
Context Window32768 tokens
Input Modalitiestext
Output Modalitiestext
LicenseApache 2.0
Documentationhttps://huggingface.co/models

Benchmark Performance

Benchmark Score Unit Evaluated At Notes Source
MMLU 81.4 % 2024-02-19 5-shot view
HUMANEVAL 78.7 pass@1 2024-02-19 — view
GSM8K 82.5 % 2024-02-19 0-shot CoT view
MATH 42.6 % 2024-02-19 0-shot CoT view
BBH 72.4 % 2024-02-19 3-shot CoT view
GPQA 35.1 % 2024-02-19 0-shot view
IFEVAL 75.3 % 2024-02-19 prompt_strict view
ARC 94.5 % 2024-02-19 challenge view
MUSR 57.4 % 2024-02-19 0-shot view
WINOGRANDE 82.1 % 2024-02-19 0-shot view

Pricing

Tier Price Currency
Input$0.5 / MtokUSD
Output$0.5 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2024-02-19

Compliance

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

Nous Hermes 2 Mixtral 8x7B

Model Overview

NousResearch Hermes 2 Mixtral 8x7B 微调模型, 32K 上下文, 基于 Mixtral 8x7B, 改进指令遵循能力。

Core Specifications

Vendor Version Release Date Context Window Input Modalities Output Modalities License
Other nous-hermes-2-mixtral-8x7b 2024-02-19 32K text text Apache 2.0

Benchmark Performance

Benchmark Score Unit Notes
MMLU (Massive Multitask Language Understanding) 81.4 % 5-shot
HumanEval 78.7 pass@1 —
GSM8K (Grade School Math 8K) 82.5 % 0-shot CoT
MATH 42.6 % 0-shot CoT
BBH (BIG-Bench Hard) 72.4 % 3-shot CoT
GPQA 35.1 % 0-shot
IFEval 75.3 % prompt_strict
ARC 94.5 % challenge
MUSR 57.4 % 0-shot
WinoGrande 82.1 % 0-shot

Pricing

Input Output Cache Read Cache Write
— — — —

per million tokens

Strengths

  • MMLU score 81.4, strong knowledge reasoning.

Weaknesses

  • Proprietary, not self-hostable.

Use Cases

  • Code generation and debugging

References