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colinsongf's Projects

dpcnn-1 icon dpcnn-1

implement DPCNN for text classification

dpgan icon dpgan

Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text (EMNLP2018)

dpp_cnn_summarization icon dpp_cnn_summarization

Pytorch code for DivCNN In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point Processes

dqn-segmentation icon dqn-segmentation

A Deep Q-Network based Reinforcement Learning agent that can perform the NLP task of segmenting a chunk of given texts based on their semantic meaning and context. The taken approach is to feed a window of sentences into the DQN and the agent has discrete actions to determine at what index does a new segment lie or is there no segment in the given window at all. Except for tweaks and optimizations, the approach does seem to work, how well though is a mystery yet unsolved. Work under progress.

drat icon drat

Reading text analysis tool written in Python (2.7 and 3)

dream icon dream

DREAM: A Challenge Dataset and Models for Dialogue-Based Reading Comprehension

dress icon dress

DRESS simplification model (EMNLP 2017) described in http://aclweb.org/anthology/D/D17/D17-1062.pdf

drqa icon drqa

Reading Wikipedia to Answer Open-Domain Questions

drqa_cnn icon drqa_cnn

Development of Q&A algorithm using ML techniques.

drqa_tensorflow icon drqa_tensorflow

a tensorflow version using DrQA model from Reading Wikipedia to answer Opendomain questions

dtm icon dtm

This implements topics that change over time (Dynamic Topic Models) and a model of how individual documents predict that change.

dtree icon dtree

A simple pure-Python decision tree construction algorithm

dualrl icon dualrl

A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer (IJCAI 2019)

dualug icon dualug

The implementation of the papers "Dual supervised learning for natural language understanding and generation" (ACL 2019) and "Towards Unsupervised Language Understanding and Generation by Joint Dual Learning" (ACL 2020)

duorc icon duorc

A Large-Scale Dataset for Paraphrased Reading Comprehension

dynamicpoissonfactorization icon dynamicpoissonfactorization

Dynamic version of Poisson Factorization (dPF). dPF captures the changing interest of users and the evolution of items over time according to user-item ratings.

dynet icon dynet

DyNet: The Dynamic Neural Network Toolkit

eacl2017_mtl icon eacl2017_mtl

Code for EACL '17 paper "Identifying beneficial task relations for multi-task learning in deep neural networks"

ease icon ease

EASE (Enhanced AI Scoring Engine) is a library that allows for machine learning based classification of textual content. This is useful for tasks such as scoring student essays.

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