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SPECIFICTION
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ALToolbox

github.com

WindowsmacOSLinuxSelf-hosted
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Spec score 7.1 #8 of 16 in Active Learning Tools

Spec sheet

Purpose
ALToolbox is a framework for active-learning annotation in natural language processing.Read 14 Nov 2026 · github.com
License
The project is licensed under the MIT License.Read 14 Nov 2026 · github.com
Annotation interface
It provides a serverless GUI annotation tool integrated into Jupyter.Read 14 Nov 2026 · github.com
Data reusability
It includes a PLASM postprocessing pipeline for annotated-data reusability.Read 14 Nov 2026 · github.com
Datasets
Custom datasets can be loaded from Hugging Face datasets or repository data files.Read 14 Nov 2026 · github.com
Installation
The README instructs installation with pip install acleto.Read 14 Nov 2026 · github.com
Jupyter setup
The annotation widget requires additional installation steps for Jupyter Notebook or JupyterLab.Read 14 Nov 2026 · github.com
Model compatibility
The repository supports Hugging Face Transformers models for sequence and token classification.Read 14 Nov 2026 · github.com
Model distillation
It includes acquisition-model distillation and domain adaptation tools.Read 14 Nov 2026 · github.com
Query strategies
It includes strategies such as ALPS, BADGE, BAIT, BALD, BatchBALD, and Entropy.Read 14 Nov 2026 · github.com
Research audience
The publication describes the framework as intended to support data scientists and researchers.Read 14 Nov 2026 · github.com
Supported tasks
It supports text classification and sequence tagging tasks.Read 14 Nov 2026 · github.com
Testing
Tests default to CUDA when available and otherwise use CPU; CPU is recommended for robust results.Read 14 Nov 2026 · github.com

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