The main goal is to collect NLP related classical and solid work with great reproductions or open-source codes released by the author
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- Open Domain Event Extraction from Twitter pdf
author: OSU Twitter NLP Tools
- Snorkel-- rapid training data creation with weak supervision arxiv
Data Programming:Creating Large Training Sets, Quickly arxiv
Learning the Structure of Generative Models without Labeled Data arxiv
snorkel-Programmatically Build Training Data - Learning Named Entity Tagger using Domain-Specific Dictionary——AutoNER pdf
author: AutoNER
- A Short Introduction to Probabilistic Soft Logic pdf
author: PSL
video: LINQS Lab - Harnessing Deep Neural Networks with Logic Rules arxiv
author: An implementation of the in application of sentiment classification
related paper implementation: Logic Rules for Sentiment Classification - DL2- TRAINING AND QUERYING NEURAL NETWORKS WITH LOGIC pdf
author: Dl2
SRILAB
- Neural Module Networks arxiv
author: code
Code for end-to-end module network framework is available at https://github.com/ronghanghu/n2nmn - The Neuro-Symbolic Concept Learner Interpreting Scenes Words and Sentences From Natural Supervision arxiv
author: PyTorch implementation for the Neuro-Symbolic Concept Learner (NS-CL)
- What Uncertainties Do We Need in Bayesian DeepLearning for Computer Vision? arxiv
reproduction: paperwithcode - Dropout as a Bayesian Approximation Representing Model Uncertainty in Deep Learning arxiv
author: Experiments used in "Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning" - On Calibration of Modern Neural Networks author's blog
author: A simple way to calibrate your neural network.