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instruct-eval

This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.

Our verdict

Not reviewed yet

We have not reviewed instruct-eval yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

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About instruct-eval

Community framework for quantitative evaluation of instruction-tuned models (e.g., Alpaca, Flan-T5) on held-out tasks. It provides a standardized benchmarking setup to measure model performance on unseen instructions.

Best for

Researchers and developers who need a simple, standardized way to evaluate instruction-tuned language models

Use cases

  • Evaluate instruction-tuned models on a held-out task set
  • Benchmark custom instruction-tuned models against baselines
  • Compare output quality across different instruction-tuned architectures

Notes

553 stars on GitHub. Last updated 2024-03-10. Licensed Apache-2.0.

Pros

  • Lightweight and focused solely on evaluation
  • Open source with community support
  • Provides a consistent, reproducible evaluation pipeline

Cons

  • Limited to instruction-tuned models only
  • May not cover all evaluation metrics needed for production
  • Requires manual integration with specific model formats

Key facts

What we have checked

GitHub stars
553
Checked , over 45 days agogithub api via nightly crawl, recovered from git history e908f0e3f60ee9a6a9776accb9286b434cdbaebc

Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.

Alternatives

Alternatives to instruct-eval

RecordTypeHow we knowChecked
lm-evaluation-harnessThis is an alternative to itOpen sourceNamed in the listingNot dated
OpenAI EvalsThis is an alternative to itOpen sourceNamed in the listingNot dated

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Sources

Where this comes from

  • github api via nightly crawl, recovered from git history e908f0e3f60ee9a6a9776accb9286b434cdbaebcRegistry

    Checked , over 45 days ago · GitHub stars

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

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