Falcon 40B: Complete Benchmark Performance Guide

other falcon-40b 2023-05-25 TII Falcon LLM License

In-depth analysis of Falcon 40B performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorother
Versionfalcon-40b
Release Date2023-05-25
Context Window2048 tokens
Input Modalitiestext
Output Modalitiestext
LicenseTII Falcon LLM License
Documentationhttps://huggingface.co/models

Benchmark Performance

Benchmark Score Unit Evaluated At Notes Source
MMLU 56.7 % 2023-05-25 5-shot view
HUMANEVAL 39.7 pass@1 2023-05-25 — view
GSM8K 61.3 % 2023-05-25 0-shot CoT view
MATH 21.3 % 2023-05-25 0-shot CoT view
BBH 50.6 % 2023-05-25 3-shot CoT view
GPQA 21.1 % 2023-05-25 0-shot view
IFEVAL 57.2 % 2023-05-25 prompt_strict view
ARC 82.9 % 2023-05-25 challenge view
MUSR 38.1 % 2023-05-25 0-shot view
WINOGRANDE 65.6 % 2023-05-25 0-shot view

Pricing

Tier Price Currency
Input$0.4 / MtokUSD
Output$0.4 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2023-05-25

Compliance

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

Falcon 40B

Model Overview

TII Falcon 40B 中型开源模型, 2K 上下文, 400 亿参数, 在 40B 规模上曾领先 Llama 2 70B。

Core Specifications

Vendor Version Release Date Context Window Input Modalities Output Modalities License
Other falcon-40b 2023-05-25 2K text text TII Falcon LLM License

Benchmark Performance

Benchmark Score Unit Notes
MMLU (Massive Multitask Language Understanding) 56.7 % 5-shot
HumanEval 39.7 pass@1 —
GSM8K (Grade School Math 8K) 61.3 % 0-shot CoT
MATH 21.3 % 0-shot CoT
BBH (BIG-Bench Hard) 50.6 % 3-shot CoT
GPQA 21.1 % 0-shot
IFEval 57.2 % prompt_strict
ARC 82.9 % challenge
MUSR 38.1 % 0-shot
WinoGrande 65.6 % 0-shot

Pricing

Input Output Cache Read Cache Write
— — — —

per million tokens

Strengths

  • Reliable general-purpose model.

Weaknesses

  • MMLU 56.7, weak knowledge reasoning.
  • HumanEval 39.7, coding weak.
  • Proprietary, not self-hostable.
  • Context window 2K is limited.

Use Cases

  • General chat and Q&A

References