Date	Class	Notes
Jan 23, 2019	Introduction	Introduction to Class, Motivation, Logistics
Jan 28, 2019	Knowledge Representation
Jan 30, 2019	Knowledge Representation and Reasoning
Feb 04, 2019		Presentations The Winograd Schema Challenge by Oshin Agarwal A Fundamental Tradeoff in Knowledge Representation and Reasoning by Deniz Beser
Feb 06, 2019	Introduction to Structured Prediction	Presentations Global Learning of Focused Entailment Graphs by Hangfeng He A Linear Programming Formulation for Global Inference in Natural Language Tasks​ by Soham Dan
Feb 11, 2019		Presentations Open Information Extraction from the Web by Nivedha Sivakumar YAGO: A Core of Semantic Knowledge Unifying WordNet and Wikipedia by Mengdi Huang
Feb 13, 2019		Presentations Visual Genome by Chris Painter SWAG - A Large-Scale Adversarial Dataset for Grounded Commonsense Inference by Rachit Saluja
Feb 18, 2019		Presentations Learning Temporal Information for States and Events by Sanjna Kashyap Unsupervised Learning of Narrative Schemas and their Participants by Halley Young
Feb 20, 2019	Snow day - No Class
Feb 25, 2019		Presentations Integrating Order Information and Event Relation for Script Event Prediction by Disha Jindal Modeling Naive Psychology of Story Characters in SImple Commonsense Stories by Aishwarya Singh What Happens Next? Event Prediction Using a Compositional Neural Network Model by Soham Parikh
Feb 27, 2019	Project Discussion
Mar 04, 2019	Spring Break
Mar 06, 2019	Spring Break
Mar 11, 2019		Presentations NaturalLI - Natural Logic Inference for Common Sense Reasoning by Hangfeng He Montague Meets Markov: Deep Semantics with Probabilistic Logical Form by Sanjna Kashyap
Mar 13, 2019	Project Discussion
Mar 18, 2019		Presentations Verb Physics: Relative Physical Knowledge of Actions and Objects by Nidhi Sridhar Acquiring Comparative Commonsense Knowledge from the Web by Aishwarya Singh A Simple Method for Commonsense Reasoning by Nidhi Sridhar
Mar 20, 2019		Presentations Leveraging Linguistic Structure For Open Domain Information Extraction by Sandeep Dcunha Relation Extraction with Matrix Factorization and Universal Schemas by Rachit Saluja
Mar 25, 2019		Presentations Robust Handling of Polysemy via Sparse Representations by Rushab Munot Extracting Commonsense Properties from Embeddings with Limited Human Guidance by Barry Plunkett
Mar 27, 2019		Presentations Extracting Commonsense Properties from Embeddings with Limited Human Guidance by Barry Plunket Compositional Attention Networks For Machine Reasoning by Deniz Beser Commonsense for Generative Multi-Hop Question Answering Tasks by Mengdi Huang
Apr 01, 2019		Presentations Numeracy for Language Models: Evaluating and Improving their Ability to Predict Numbers by Oshin Agarwal How Much is 131 Million Dollars? Putting Numbers in Perspective with Compositional Descriptions by Nivedha Sivakumar
Apr 03, 2019	Mid-point Project Presentations
Apr 08, 2019
Apr 10, 2019
Apr 15, 2019
Apr 17, 2019
Apr 22, 2019	Project Presentations
Apr 24, 2019	Project Presentations	Last class