Awesome Question Answering

A curated list of awesome question answering related resources, including papers, datasets, etc..

Papers

• Memory Networks
• End-To-End Memory Networks
• Towards AI-Complete Question Answering: A set of prerequisite toy tasks
• Large Scale simple question answering with Memory Networks
• Ask Me Anything: Dynamic Memory Networks for Natural Language Processing
• Key-Value Memory Networks for directly understanding documents
• Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge Base
• Value of Semantic Parse Labeling for KBQA
• Question Answering with Subgraph Embeddings
• Open Question Answering with Weakly Supervised Embedding Models
• Learning End-to-End Goal-Oriented dialog
• End-to-End Memory Networks with Knowledge Carryover for Multi-Turn Spoken Language Understanding
• Question Answering over Knowledge Base With Neural Attention Combining Global Knowledge Information
• Compositional Learning of Embeddings for Relation Paths in Knowledge Bases and Texts
• Neural Machine Translation by jointly learning to align and translate
• Recurrent Neural Network Grammar
• Neural Turing Machines
• Teaching machines to read and comprehend
• Applying Deep Learning to answer selection: A study and an open task
• Reasoning with Neural Tensor Networks
• Scalable Feature Learning for networks: Node2Vec
• Learning Distributed Representations for Rooted Subgraphs from Large Graphs: Subgraph2Vec
• Hybrid computing using a neural network with dynamic external memory
• Traversing Knowledge Graphs in Vector Space
• Learning to Compose Neural Networks for Question Answering
• Hierarchical Memory Networks
• Gaussian Attention Model and its Application to Knowledge Base Embedding and Question Answering
• Gated Graph Sequence Neural Networks
• Sequence to Sequence Learning With Neural Networks
• Neural Conversation Model
• Query Reduction Networks For Question Answering
• Conditional Focused Neural Question Answering with Large-scale Knowledge Bases
• Efficiently Answering Technical Questions — A Knowledge Graph Approach
• An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge
• Question Answering as Global Reasoning over Semantic Abstractions

Category

Question generation

• Question Generation via Overgenerating Transformations and Ranking (Technical report)
• Automation of question generation from sentences
• Good question!statistical ranking for question generation
• Question generation from paragraphs at upenn: Qgstec system description
• Automatically generating questions from queries for community-based question answering
• How to Generate Cloze Questions from Definitions: A Syntactic Approach
• Generating natural language questions to support learning on-line
• Deep questions without deep understanding
• Leveraging multiple views of text for automatic question generation
• Revup: Automatic gap-fill question generation from educational texts
• Towards topic-to-question generation
• Ranking automatically generated questions using common human queries
• Generating quiz questions from knowledge graphs
• Generating Factoid Questions With Recurrent Neural Networks: The 30M Factoid Question-Answer Corpus
• Knowledge Questions from Knowledge Graphs
• Machine Comprehension by Text-to-Text Neural Question Generation
• Question Generation from a Knowledge Base with Web Exploration
• On Generating Characteristic-rich Question Sets for QA Evaluation
• Neural Question Generation from Text: A Preliminary Study
• Semi-supervised qa with generative domain-adaptive nets

Datasets

• bAbI dataset
• CNN QA Task (Teaching Machines to Read & Comprehend)
• WebQuestions
• Simple Questions
• Movie QA
• WebQuestionsSP
• WikiQA
• Kaggle AllenAI Challenge
• MC Test, Machine Comprehension Test Microsoft 2013
• MSR Sentence Completion Challenge
• Dialog State Tracking Challenge
• QA dataset featured in Teaching Machines to Read and Comprehend
• WebNav
• Stanford Question Answering Dataset
• FB15K Knowledge Base
• Yahoo! Answers Comprehensive Questions and Answers version 1.0 (multi part)
• Cornell Movie Dialogue Dataset
• WikiQA
• Quora Duplicate Questions Dataset
• Query Reformulator Dataset Jeopardy etc
• Quiz Bowl Questions
• WebQA-Chinese
• Chat corpus
• MultiRC
• NewsQA

KBs

• NetBase
• Freebase

Presentations

• Relation Learning for Large Scale Knowledge Graph
• Attention and Memory

LM Datasets

• PennTree Bank
• Text8

Code & Relevant Projects

• MemNN Impl Matlab
• Key Value MemNN
• Quepy
• NLQuery
• ParlAI
• flask-chatterbot
• Learning to Rank short text pairs with CNN SIGIR 2015
• TextKBQA
• BiAttnFlow