Jamba 1.5: Complete Benchmark Performance Guide

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

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

Key Specifications

Vendorother
Versionjamba-1-5
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 78.5 % 2024-08-07 5-shot view
HUMANEVAL 75.9 pass@1 2024-08-07 — view
GSM8K 79.8 % 2024-08-07 0-shot CoT view
MATH 48.1 % 2024-08-07 0-shot CoT view
BBH 77.3 % 2024-08-07 3-shot CoT view
GPQA 30.2 % 2024-08-07 0-shot view
IFEVAL 70.8 % 2024-08-07 prompt_strict view
ARC 94.2 % 2024-08-07 challenge view
MUSR 57.1 % 2024-08-07 0-shot view
WINOGRANDE 84.5 % 2024-08-07 0-shot view

Pricing

Tier Price Currency
Input$0.5 / MtokUSD
Output$0.7 / 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

Model Overview

AI21 Labs Jamba 1.5 基础模型系列, 256K 上下文, 混合 SSM-Transformer 架构, 高效长上下文处理。

Core Specifications

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

Benchmark Performance

Benchmark Score Unit Notes
MMLU (Massive Multitask Language Understanding) 78.5 % 5-shot
HumanEval 75.9 pass@1 —
GSM8K (Grade School Math 8K) 79.8 % 0-shot CoT
MATH 48.1 % 0-shot CoT
BBH (BIG-Bench Hard) 77.3 % 3-shot CoT
GPQA 30.2 % 0-shot
IFEval 70.8 % prompt_strict
ARC 94.2 % challenge
MUSR 57.1 % 0-shot
WinoGrande 84.5 % 0-shot

Pricing

Input Output Cache Read Cache Write
— — — —

per million tokens

Strengths

  • Context window 256K.

Weaknesses

  • Proprietary, not self-hostable.

Use Cases

  • Code generation and debugging
  • Long document summarization

References