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mlconvgec2018

Code and model files for the paper: "A Multilayer Convolutional Encoder-Decoder Neural Network for Grammatical Error Correction" (AAAI-18).

models

Models built with TensorFlow

msmarcov2

Utilities, Baselines, Statistics and Descriptions Related to the MSMARCO DATASET

muse

Modularizing Unsupervised Sense Embedding

nce-cnn-torch

Noise-Contrastive Estimation for Question Answering with Convolutional Neural Networks (Rao et al. CIKM 2016)

neuqe

Neural quality estimation toolkit for grammatical error correction and other language generation applications.

nre

Neural Relation Extraction, including CNN, PCNN, CNN+ATT, PCNN+ATT

openmatch

An Open-Source Package for Information Retrieval

openmatch_docs

prediction

pytorch-pretrained-bert

The Big-&-Extending-Repository-of-Transformers: PyTorch pretrained models for Google's BERT, OpenAI GPT & GPT-2 and Google/CMU Transformer-XL.

pytorch_neg_loss

NEG loss implemented in pytorch

qaconv

This repository maintains the QAConv dataset, a question-answering dataset on informative conversations including business emails, panel discussions, and work channels.

qasurvey

tagger

Named Entity Recognition Tool

tagme-python

Official TagMe API wrapper for Python.

tensorflow

Computation using data flow graphs for scalable machine learning

tensorflow-vae-gan-draw

A collection of generative methods implemented with TensorFlow (Deep Convolutional Generative Adversarial Networks (DCGAN), Variational Autoencoder (VAE) and DRAW: A Recurrent Neural Network For Image Generation).

texygen

A text generation benchmarking platform

thulac-python

An Efficient Lexical Analyzer for Chinese

thumt

an open-source neural machine translation toolkit developed by Tsinghua Natural Language Processing Group

tsne-animation

Hacking sklearn's t-SNE implementation to animate embedding process

watset

Automatic Induction of Synsets from a Graph of Synonyms

wiki2vec

Generating Vectors for DBpedia Entities via Word2Vec and Wikipedia Dumps. Questions? https://gitter.im/idio-opensource/Lobby

wit

WIT (Wikipedia-based Image Text) Dataset is a large multimodal multilingual dataset comprising 37M+ image-text sets with 11M+ unique images across 100+ languages.

word2gm

Word to Gaussian Mixture Model

word2vec

This tool provides an efficient implementation of the continuous bag-of-words and skip-gram architectures for computing vector representations of words. These representations can be subsequently used in many natural language processing applications and for further research.

word2vec-1

Word2vec algorithm implemented in TensorFlow

word2vec-tensorflow

in progress

word_sense_disambigation_corpora

SemCor and Masc documents annotated with NOAD word senses.