【学习】QA相关资源/数据集/论文列表

近期有哪些值得读的QA论文?

https://blog.csdn.net/m0epNwstYk4/article/details/81008901

摘要

转自:爱可可-爱生活

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

todo

  • DeepWalk: Online Learning of Social Representations

Datasets

  • bAbI dataset

  • CNN QA Task (Teaching Machines to Read & Comprehend)

  • WebQuestions

  • Simple Questions

  • Movie QA

  • [WebQuestionsSP](https://www.microsoft.com/en-us/download/details.aspx? id=52763)

  • 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

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

链接:

https://github.com/dapurv5/awesome-question-answering

原文链接:

http://weibo.com/1402400261/F3Q73oiBO?ref=home&rid=4_0_202_2606541658285148177&type=comment#_rnd1495189315513

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转载自blog.csdn.net/qq_27009517/article/details/84972339