Jamba 1.5 Mini: Complete Benchmark Performance Guide

other jamba-1-5-mini 2024-08-07 Jamba Open Model License

In-depth analysis of Jamba 1.5 Mini performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorother
Versionjamba-1-5-mini
Release Date2024-08-07
Context Window256000 tokens
Input Modalitiestext
Output Modalitiestext
LicenseJamba Open Model License
Documentationhttps://huggingface.co/models

Benchmark Performance

Benchmark Score Unit Evaluated At Notes Source
MMLU 77.9 % 2024-08-07 5-shot view
HUMANEVAL 67 pass@1 2024-08-07 — view
GSM8K 75.7 % 2024-08-07 0-shot CoT view
MATH 42.5 % 2024-08-07 0-shot CoT view
BBH 75.6 % 2024-08-07 3-shot CoT view
GPQA 34.2 % 2024-08-07 0-shot view
IFEVAL 71.9 % 2024-08-07 prompt_strict view
ARC 91.8 % 2024-08-07 challenge view
MUSR 48.1 % 2024-08-07 0-shot view
WINOGRANDE 81 % 2024-08-07 0-shot view

Pricing

Tier Price Currency
Input$0.3 / MtokUSD
Output$0.5 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2024-08-07

Compliance

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

Jamba 1.5 Mini

Model Overview

AI21 Labs Jamba 1.5 Mini 混合模型, 256K 上下文, 总参 52B/活跃 12B, 经济型长上下文模型。

Core Specifications

Vendor Version Release Date Context Window Input Modalities Output Modalities License
Other jamba-1-5-mini 2024-08-07 256K text text Jamba Open Model License

Benchmark Performance

Benchmark Score Unit Notes
MMLU (Massive Multitask Language Understanding) 77.9 % 5-shot
HumanEval 67.0 pass@1 —
GSM8K (Grade School Math 8K) 75.7 % 0-shot CoT
MATH 42.5 % 0-shot CoT
BBH (BIG-Bench Hard) 75.6 % 3-shot CoT
GPQA 34.2 % 0-shot
IFEval 71.9 % prompt_strict
ARC 91.8 % challenge
MUSR 48.1 % 0-shot
WinoGrande 81.0 % 0-shot

Pricing

Input Output Cache Read Cache Write
— — — —

per million tokens

Strengths

  • Context window 256K.
  • Mixture-of-Experts architecture.

Weaknesses

  • Proprietary, not self-hostable.

Use Cases

  • Long document summarization

References