Scripts, algorithms and files for a rule-based and ML-based approach for binary classification of regulatory / non-regulatory sentences in EU legislative documents, as well as code for evaluating the accuracy of these approaches

Implemented projects from noncontextual word embeddings like Word2Vec to contextual word embeddings like ELMO, GPT, BERT to solving NLP tasks Sentence Level Classification (sentimental analysis & Toxic comment classification), Token Level Classification (POS Tagging, NER Tagging), Machine Translation (MT)

Trained models & code to predict toxic comments on all 3 Jigsaw Toxic Comment Challenges. Built using ⚡ Pytorch Lightning and 🤗 Transformers. For access to our API, please email us at contact@unitary.ai.

Simple State-of-the-Art BERT-Based Sentence Classification with Keras / TensorFlow 2. Built with HuggingFace's Transformers.

This repository houses the source code for a Streamlit-based annotation interface developed for classifying sentences in legal documents. The interface is a part of a broader initiative to analyze court statements, specifically focusing on assessing judicial attitudes toward victims of sexual violence in the Israeli court system.

CNNs for Text Classification in PyTorch

Semantic Segmentation of Legal texts that labels sentences with one of 7 rhetorical roles.

Multi-task NLP Annotation Framework

Find Chinese sentences based on your known vocabulary and other rules

State-of-the-Art Ember embedding model for retrieval augmented generation

PubMed 200k RCT dataset: a large dataset for sequential sentence classification.

Implementation of classification of grammatically correct sentences and wrong sentences, and integration of MLOps tools.

all kinds of text classification models and more with deep learning

Model available on HuggingFace

A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI )

BERT: Sentence-Pair Classification for Natural Language Understanding

Opensource Korean chatbot framework

Sentence split, Text classfication, performanc analysis for NLP

Homework on mutlilingual word embeddings and sentence classification - MVA MSc

Sentence Classifications with Neural Networks