v1.0.1: Napolab

Release Notes for v1.0.1

Detailed Changelog: View on GitHub

Highlights:

1. Library Introduction: Launch of the napolab library.
2. Repository Renaming: The repository has transitioned from eplm to napolab.
3. Unified Versioning: Starting from this release, version numbers will align with the napolab library versions on PyPI. Current version: v1.0.1.

Release v1.0 - Evaluation of Portuguese Language Models

We are excited to announce the release of v1.0 of our ongoing research on fine-tuning Transformer models for Portuguese natural language understanding tasks. All of our fine-tuned models have been integrated into an appropriate Hugging Face Space. You can now interact with our models in your browser by exploring our demos:

• Portuguese Offensive Language Detection
• Portuguese Question Answering
• Portuguese Semantic Similarity
• Portuguese Textual Entailment
• Portuguese Text Simplification

Our fine-tuning procedure has achieved results that are either slightly superior or at the same level as the previous state-of-the-art (if any). We performed hyperparameter optimization using quasi-random search based on Google's Deep Learning Playbook instructions.

The release also includes a detailed summary of the fine-tuning procedure, and a summary of the results achieved on each dataset.