Gemini 1.5 Flash-8B: Complete Benchmark Performance Guide

google 1.5-flash-8b 2024-10-03 Proprietary

In-depth analysis of Gemini 1.5 Flash-8B performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorgoogle
Version1.5-flash-8b
Release Date2024-10-03
Context Window1e+06 tokens
Input Modalitiestext, image, audio, video
Output Modalitiestext
LicenseProprietary
Documentationhttps://ai.google.dev/gemini-api/docs

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU76.6%2024-10-035-shotview
HUMANEVAL70.7pass@12024-10-03—view
GSM8K83.5%2024-10-030-shot CoTview
MATH35%2024-10-030-shot CoTview
BBH74.8%2024-10-033-shot CoTview
GPQA35%2024-10-030-shotview
IFEVAL68.1%2024-10-03prompt_strictview
ARC94.5%2024-10-03challengeview
MUSR45.6%2024-10-030-shotview
WINOGRANDE79.7%2024-10-030-shotview

Pricing

TierPriceCurrency
Input$0.0375 / MtokUSD
Output$0.15 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://ai.google.dev/pricing · as of 2024-10-03

Compliance

  • Data Residency: US
  • SOC2: ✓
  • HIPAA: ✗
  • GDPR: ✓
  • ISO 27001: ✓

Gemini 1.5 Flash-8B

Model Overview

Google Gemini 1.5 Flash-8B 8B 参数经济型, 1M 上下文, 更低延迟, 适合高频实时多模态任务。

Core Specifications

VendorVersionRelease DateContext WindowInput ModalitiesOutput ModalitiesLicense
Google1.5-flash-8b2024-10-031000Ktext, image, audio, videotextProprietary

Benchmark Performance

BenchmarkScoreUnitNotes
MMLU (Massive Multitask Language Understanding)76.6%5-shot
HumanEval70.7pass@1—
GSM8K (Grade School Math 8K)83.5%0-shot CoT
MATH35.0%0-shot CoT
BBH (BIG-Bench Hard)74.8%3-shot CoT
GPQA35.0%0-shot
IFEval68.1%prompt_strict
ARC94.5%challenge
MUSR45.6%0-shot
WinoGrande79.7%0-shot

Pricing

InputOutputCache ReadCache Write
————

per million tokens

Strengths

  • Input Modalities: text, image, audio.

Weaknesses

  • Proprietary, not self-hostable.

Use Cases

  • Code generation and debugging
  • Vision and image understanding

References