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models

Pre-trained and Reproduced Deep Learning Models （『飞桨』官方模型库，包含多种学术前沿和工业场景验证的深度学习模型）

mprc

mrc

r-net, reinforced mnemonic_reader

neural-attention-model-for-abstractive-sentence-summarization

Tensorflow implementation of a Neural Attention Model for Abstractive Summarization.

nlp-progress

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

nmt

TensorFlow Neural Machine Translation Tutorial

nqg

This is my work on neural question generation

ntm-tensorflow

"Neural Turing Machine" in Tensorflow

numnet_plus

This is the official code repository for NumNet+(https://leaderboard.allenai.org/drop/submission/blu418v76glsbnh1qvd0)

openke

An Open-Source Package for Knowledge Embedding (KE)

pointer-generator

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

pygcn

Graph Convolutional Networks in PyTorch

qacnn

Query-based Attention CNN for Text Similarity Map

qanet

A Tensorflow implementation of QANet for machine reading comprehension

question-answering

TensorFlow implementation of Match-LSTM and Answer pointer for the popular SQuAD dataset.

question_answering

Question Answering on MSMARCO dataset

r-net

Tensorflow Implementation of R-Net

rc-data

Question answering dataset featured in "Teaching Machines to Read and Comprehend

reading_comprehension-cs224n

Simple baseline of reading comprehension task on SQuAD dataset. Most of the it are reimplementation of the ICLR2017 paper "Machine Comprehension Using Match-LSTM and Answer Pointer"

s-net

sdnet

SDNet

self-attentive-tensorflow

Tensorflow implementation of "A Structured Self-Attentive Sentence Embedding"

sentencoding

Sentence encoder and training code for Mean-Max AAE

siamese-lstm-network

siamese lstm network for text similarity

spm_toolkit

Neural network toolkit for sentence pair modeling.

squad-models

state-of-the-art-result-for-machine-learning-problems

This repository provides state of the art (SoTA) results for all machine learning problems. We do our best to keep this repository up to date. If you do find a problem's SoTA result is out of date or missing, please raise this as an issue or submit Google form (with this information: research paper name, dataset, metric, source code and year). We will fix it immediately.

structured-self-attentive-sentence-embedding

An open-source implementation of the paper ``A Structured Self-Attentive Sentence Embedding'' published by IBM and MILA.

summarization

A sequence to sequence model for abstractive text summarization

td-lstm

Attention-based Aspect-term Sentiment Analysis implemented by tensorflow.