Evaluation & Testing

SciBench

Benchmark for evaluating large language models on complex scientific problems.

Status
Not yet determined
Last checked
Unverified
License
Open source
Pricing
Free tier · from $0
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What it is

SciBench is a benchmark designed to evaluate the performance of large language models in solving college-level scientific problems across domains such as chemistry, physics, and mathematics. It provides insights into how well these models can handle intricate reasoning tasks.

SciBench stands out as a specialized benchmark tool focusing exclusively on evaluating large language models in solving complex scientific problems, offering insights into their reasoning capabilities.

When it fits — and when it doesn’t

A good fit for

  • Academic researchers studying the performance of LLMs in scientific reasoning tasks

  • Developers looking to benchmark their models against a standardized set of complex problems

Look elsewhere if

  • Teams needing real-time problem-solving capabilities (SciBench is for offline evaluation)

  • Projects focused on non-scientific domains where SciBench's benchmarks are not applicable

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited support for non-Python environments

    SciBench is primarily designed with Python in mind, and there are no officially supported bindings or SDKs for other languages.

  2. 02

    Frequent breaking changes between versions

    The transition from v0.1 to v0.2 required substantial updates to existing chain definitions, causing disruptions in ongoing projects.

  3. 03

    Small and less active community

    The GitHub repository has limited contributions and discussions, indicating a smaller user base which can lead to slower issue resolution and feature development.

  4. 04

    Documentation is lacking detailed examples

    While basic usage is covered, there are no comprehensive tutorials or advanced use cases, making it difficult for users to fully leverage the tool's capabilities.

What it does well

  • Evaluates models on complex scientific problems

  • Covers multiple domains including chemistry, physics, and mathematics

  • Provides a leaderboard for model performance comparison

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up SciBench

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →