Awesome Qa Overview

馃槑 A curated list of the Question Answering (QA)

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Awesome Question Answering Awesome

A curated list of the Question Answering (QA) subject which is a computer science discipline within the fields of information retrieval and natural language processing (NLP) toward using machine learning and deep learning

鞝曤炒 瓴靸 氚 鞛愳棸 鞏胳柎 觳橂Μ 攵勳暭鞚 歆堨潣鞚戨嫷鞐 甏頃 韥愲爤鞚挫厴 - 毹胳嫚霟嫕瓿 霐ル煬雼 雼硠旯岇
闂瓟绯荤粺涓婚鐨勭簿閫夊垪琛紝鏄俊鎭绱㈠拰鑷劧璇█澶勭悊棰嗗煙鐨勮绠楁満绉戝瀛︾ - 浣跨敤鏈哄櫒瀛︿範鍜屾繁搴﹀涔

Contents

Recent QA Models

Recent Language Models

AAAI 2020

ACL 2019

EMNLP-IJCNLP 2019

Arxiv

Dataset

About QA

Types of QA

Subtypes of QA

Analysis and Parsing for Pre-processing in QA systems

Lanugage Analysis

  1. Morphological analysis
  2. Named Entity Recognition(NER)
  3. Homonyms / Polysemy Analysis
  4. Syntactic Parsing (Dependency Parsing)
  5. Semantic Recognition

Most QA systems have roughly 3 parts

  1. Fact extraction
    1. Entity Extraction
      1. Named-Entity Recognition(NER)
    2. Relation Extraction
  2. Understanding the question
  3. Generating an answer

Events

Systems

Competitions in QA

Dataset Language Organizer Since Top Rank Model Status Over Human Performance
0 Story Cloze Test English Univ. of Rochester 2016 msap Logistic regression Closed x
1 MS MARCO English Microsoft 2016 YUANFUDAO research NLP MARS Closed o
2 MS MARCO V2 English Microsoft 2018 NTT Media Intelli. Lab. Masque Q&A Style Opened x
3 SQuAD English Univ. of Stanford 2018 XLNet (single model) XLNet Team Closed o
4 SQuAD 2.0 English Univ. of Stanford 2018 PINGAN Omni-Sinitic ALBERT + DAAF + Verifier (ensemble) Opened o
5 TriviaQA English Univ. of Washington 2017 Ming Yan - Closed -
6 decaNLP English Salesforce Research 2018 Salesforce Research MQAN Closed x
7 DuReader Ver1. Chinese Baidu 2015 Tryer T-Reader (single) Closed x
8 DuReader Ver2. Chinese Baidu 2017 renaissance AliReader Opened -
9 KorQuAD Korean LG CNS AI Research 2018 Clova AI LaRva Team LaRva-Kor-Large+ + CLaF (single) Closed o
10 KorQuAD 2.0 Korean LG CNS AI Research 2019 Kangwon National University KNU-baseline(single model) Opened x
11 CoQA English Univ. of Stanford 2018 Zhuiyi Technology RoBERTa + AT + KD (ensemble) Opened o

Publications

Codes

Lectures

Slides

Dataset Collections

Datasets

The DeepQA Research Team in IBM Watson's publication within 5 years

MS Research's publication within 5 years

Google AI's publication within 5 years

Facebook AI Research's publication within 5 years

Books

Contributing

Contributions welcome! Read the contribution guidelines first.

License

CC0

To the extent possible under law, seriousmac (the maintainer) has waived all copyright and related or neighboring rights to this work.