lipiji/hierarchical-encoder-decoder

Stars
109
Rank 319,077 (Top 7 %)
Language
Python
Created almost 9 years ago
Updated over 8 years ago

lipiji/hierarchical-encoder-decoder

lipiji

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Hierarchical encoder-decoder framework for sequences of words, sentences, paragraphs and documents using LSTM and GRU in Theano

Hierarchical Encoder-Decoder

Features

Sequences modelling for words, sentences, paragraphs and documents
LSTM and GRU in Theano
Attention modelling (plays a role of "copy" in encoder-decoder framework)

References

Li, Jiwei, Minh-Thang Luong, and Dan Jurafsky. "A hierarchical neural autoencoder for paragraphs and documents." arXiv preprint arXiv:1506.01057 (2015).

App-DL

Deep Learning and applications in Startups, CV, NLP

AIStartups

Startups about artificial intelligence. (DM, ML, NLP, CV...)

SongNet

Code for ACL 2020 paper "Rigid Formats Controlled Text Generation"：https://www.aclweb.org/anthology/2020.acl-main.68/

neural-summ-cnndm-pytorch

Neural abstractive summarization (seq2seq + copy (or pointer network) + coverage) in pytorch on CNN/Daily Mail

Guyu

Chinese GPT2: pre-training and fine-tuning framework for text generation

TranSummar

Transformer for abstractive summarization on cnn/daily-mail and gigawords

JRNN

LSTM and GRU in JAVA

PG_BOW_DEMO

Image Classification using Bag of Words and Spatial Pyramid BoW

TtT

code for ACL2021 paper "Tail-to-Tail Non-Autoregressive Sequence Prediction for Chinese Grammatical Error Correction"

PG_Curve

Matlab code for computing and visualization: Confusion Matrix, Precision/Recall, ROC, Accuracy, F-Measure etc. for Classification.

PG_DEEP

demo of deep belief nets

rnn-theano

RNN(LSTM, GRU) in Theano with mini-batch training; character-level language models in Theano

variational-autoencoder-theano

Variational Autoencoders (VAEs) in Theano for Images and Text

DRGD-LCSTS

code for "Deep Recurrent Generative Decoder for Abstractive Text Summarization"

dialogue-hred-vhred

HRED VHRED VHCR for Multi-Turn Dialogue Systems

lipiji.github.io

datasets

datasets for NLP research

HFT

code:Hidden factors and hidden topics: Understanding rating dimensions with review text.

uChecker

Code of the COLING22 paper "uChecker: Masked Pretrained Language Models as Unsupervised Chinese Spelling Checkers"

rnn-pytorch

NRT-theano

Code for our SIGIR'2017 paper "Neural Rating Regression with Abstractive Tips Generation for Recommendation"

data-summ-cnn_dailymail

non-anonymized cnn/dailymail dataset for text summarization

JLBFGS

Limited-memory Broyden-Fletcher-Goldfarb-Shanno (L-BFGS) in Java

PG_PageRank

pagerank using mapreduce format

vae-salience

"Salience Estimation via Variational Auto-Encoders for Multi-Document Summarization"

PG_PLSA

plsa demo in python

neural-dialogue-s2s-weibo-py3

world2vec

Pre-trained word and phrase vectors

neural-topic-model

neural topic model based on VAE - theano

stopwords

t5_summarization

language_model_transformer

language model via transformer

vae-salience-ramds

"Reader-Aware Multi-Document Summarization: An Enhanced Model and The First Dataset"

gan-bow-text

Generative Adversarial Network (GAN) for text modeling

bert_zh_open200g_wordpiece

jilp

Java ILP is a simplified java interface to (mixed) integer linear programming solvers like, e.g., lp_solve, Glpk, SAT4J (0-1 ILP), CPLEX, or Mosek.

cws-seq2seq

Chinese Word Segment using Seq2Seq Framework.

SwarmRank

Particle Swarm Optimization for Classification and Recommender Systems

PG_ROC_PR_R

ROC and PR curve using R

collaborative-topic-regression

textrank_keyword_summary

textrank based keywords extraction and summarization

interpretability-methods

gradients based interpretability methods

tokenizer_zh

TextAdventure

pointer_generator_csc_lstm

PG_LINEAR

L_p-Regularized logistic regression using Gradient Decent (batch)

TopCJ

Top Conference Timeline

PATG

Code for WWW2019 paper "Persona-Aware Tips Generation"

gan-intro-theano

Generative Adversarial Networks (GAN) example in Theano.

water_level_prediction

S5

adversarial-variational-autoencoders

Adversarial Variational Auto-Encoders (AVAEs) in Theano

TextRefiner

neural-fig2txt

VecComp

Vector completion using sparse coding

instruction_data

corr

pointer_generator_transformer

WebHarvester

Web-Harvest is Open Source Web Data Extraction tool written in Java. This is an extension of the original version.

Finetrain-BERT

big_tpl_zh_10_base

mlp-theano

MLP using Theano

civrealm

CivRealm: A Learning and Reasoning Odyssey for Decision-Making Agents: https://civrealm.github.io/civrealm/

RAG4DocReader

llamaindex testing