HuggingFace LightEval

by Hugging Face

Don’t want to install HuggingFace LightEval? Drop the file here.

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Eval harness — includes WER evaluations for ASR.

Linux, macOS  ·  free

TL;DR

Best for benchmarking Whisper / Canary / Parakeet on standard corpora. Pricing: free.

Category
Open source
License
MIT
Stars
★ 2.5k
Last push
2026-06-29
Pricing
free
Platforms
Linux, macOS

What it is

A lightweight benchmark harness covering many open-source ASR models. MIT.

Best for: Benchmarking Whisper / Canary / Parakeet on standard corpora.
Watch out for: Newer than alternatives; coverage growing.

Install / use

pip install lighteval

What people actually do with HuggingFace LightEval-style transcription

The tool is the means. These are the jobs — each one priced at published rates, each one wired up on its own page.

Wire it into Amazon S3n8nMake.comGoogle DriveZapierSlack

Features

Speaker diarizationNo
Word-level timestampsYes
Streaming / real-timeNo
Languages supported99
HIPAA eligibleNo

Links

GitHub repo ↗

HuggingFace LightEval vs Whipscribe

FeatureHuggingFace LightEvalWhipscribe
CategoryOpen sourceTranscription APIs
Pricingfree$6–$24 one-time packs (credits never expire) · first 20 minutes free
Speaker identificationNoNamed in the summary, key quotes and chapters
Word timestampsYesYes
StreamingNoNo
Languages9999
PlatformsLinux, macOSWeb, API, MCP

Alternatives to HuggingFace LightEval

Frequently asked about HuggingFace LightEval

Is HuggingFace LightEval free?

Yes. HuggingFace LightEval is free and open source.

Does HuggingFace LightEval work on Mac, Windows and Linux?

HuggingFace LightEval runs on Linux and macOS. It is not listed for other platforms; check the vendor for anything beyond Linux and macOS.

How do I install HuggingFace LightEval?

With pip: `pip install lighteval`. You need Python and, for most audio tools, ffmpeg on your PATH first.

How many languages does HuggingFace LightEval support?

HuggingFace LightEval lists 99 languages. That is the Whisper-family multilingual set, so quality varies by language — English and the large European languages are strongest.

Does HuggingFace LightEval identify different speakers?

No. HuggingFace LightEval does not label speakers; a conversation comes back as one continuous text. If you need speaker labels, that is a separate tool or a different service.

Does HuggingFace LightEval give word-level timestamps?

Yes — HuggingFace LightEval produces timing per word, which is what subtitle cues and clip boundaries need.

Can HuggingFace LightEval transcribe live audio?

No — HuggingFace LightEval works on finished files, not a live stream.

Is HuggingFace LightEval HIPAA compliant?

HuggingFace LightEval does not claim HIPAA compliance. For PHI, run it on infrastructure you control or choose a service that will sign a BAA.

What are the limitations of HuggingFace LightEval?

Newer than alternatives; coverage growing.

Who is HuggingFace LightEval best for?

Benchmarking Whisper / Canary / Parakeet on standard corpora.

Does HuggingFace LightEval run offline?

HuggingFace LightEval runs on your own machine — it is open source, so nothing leaves the computer unless you configure it to.

Can I use HuggingFace LightEval in the browser?

No — HuggingFace LightEval is a Linux and macOS application, not a web app. You install it rather than sign in to it.

Where is the HuggingFace LightEval source code?

On GitHub at github.com/huggingface/lighteval. It is maintained by Hugging Face.

What kind of tool is HuggingFace LightEval?

In this directory HuggingFace LightEval is filed under evaluation, benchmark as a open-source tool.

What are the alternatives to HuggingFace LightEval?

There is a side-by-side page at /tools/huggingface-lighteval-alternatives comparing HuggingFace LightEval with the closest tools in the same category on price, platform and features.

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