ALToolbox

github.com · checked 14 Nov 2026

#12 · Active Learning Tools

Visit github.com ↗ Alternatives ALToolbox vs modAL

How it plugs in

—Public API

NoOpen source

NoFree tier

Signal on Active Learning Tools5.0#12 of 16

ALToolbox is a framework for active-learning annotation in natural language processing.

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Runs on

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Facts

Website: github.com
Price: Not published
Free trial: Not stated
Annotation interface: It provides a serverless GUI annotation tool integrated into Jupyter.
Data reusability: It includes a PLASM postprocessing pipeline for annotated-data reusability.
Datasets: Custom datasets can be loaded from Hugging Face datasets or repository data files.
Installation: The README instructs installation with pip install acleto.
Jupyter setup: The annotation widget requires additional installation steps for Jupyter Notebook or JupyterLab.
License: The project is licensed under the MIT License.
Model compatibility: The repository supports Hugging Face Transformers models for sequence and token classification.
Model distillation: It includes acquisition-model distillation and domain adaptation tools.
Query strategies: It includes strategies such as ALPS, BADGE, BAIT, BALD, BatchBALD, and Entropy.
Research audience: The publication describes the framework as intended to support data scientists and researchers.
Supported tasks: It supports text classification and sequence tagging tasks.
Testing: Tests default to CUDA when available and otherwise use CPU; CPU is recommended for robust results.

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Active Learning Tools#12 of 16

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