Roadmaps towards decoding non-human languages.

An efficient implementation of the popular sequence models for text generation, summarization, and translation tasks. https://arxiv.org/pdf/2106.04718.pdf

SacreROUGE is a library dedicated to the use and development of text generation evaluation metrics with an emphasis on summarization.

Beyond Accuracy: Behavioral Testing of NLP models with CheckList

Python library & examples for Masked Language Model Scoring (ACL 2020)

cookiecutter template for web API with python

🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools

Keyphrase Generation

The code of a graph neural network (GNN) for molecules, which is based on learning representations of r-radius subgraphs (i.e., fingerprints) in molecules.

A Japanese NLP Library using spaCy as framework based on Universal Dependencies

EmbedRank: Unsupervised Keyphrase Extraction using Sentence Embeddings (official implementation)

🌈 Implementation of Neural Network based Named Entity Recognizer (Lample+, 2016) using Chainer.

Implementations of Embedding-based methods for Knowledge Base Completion tasks

Python Keyphrase Extraction module

The Tensorflow code for this ACL 2018 paper: "Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms"

Python implementation of "Data-dependent Learning of Symmetric/Antisymmetric Relations for Knowledge Base Completion [Manabe+. 2018]"

A Japanese tokenizer based on recurrent neural networks

Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

Open Source Neural Machine Translation and (Large) Language Models in PyTorch

Counter-fitting Word Vectors to Linguistic Constraints

Code for the ACL 2017 paper "Get To The Point: Summarization with Pointer-Generator Networks"