Awesome Question Answering
[](https://github.com/sindresorhus/awesome)
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
Presentations
LM Datasets
- PennTree Bank
- Text8