Question-Answering Systems NLP Tools

Datasets, benchmarks, and frameworks for building question answering systems across modalities (open-domain, reading comprehension, commonsense, multilingual). Does NOT include general machine translation, information retrieval, or dialogue systems.

There are 74 question-answering systems tools tracked. 3 score above 50 (established tier). The highest-rated is PaddlePaddle/RocketQA at 58/100 with 785 stars.

Get all 74 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=question-answering-systems&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	PaddlePaddle/RocketQA 🚀 RocketQA, dense retrieval for information retrieval and question...	58	Established	785	Python
2	shuaihuaiyi/QA 使用深度学习算法实现的中文问答系统	51	Established	557	Python
3	allenai/deep_qa A deep NLP library, based on Keras / tf, focused on question answering (but...	51	Established	405	Python
4	worldbank/iQual iQual is a package that leverages natural language processing to scale up...	48	Emerging	25	Jupyter Notebook
5	seriousran/awesome-qa 😎 A curated list of the Question Answering (QA)	47	Emerging	768	—
6	fhamborg/Giveme5W1H Extraction of the journalistic five W and one H questions (5W1H) from news...	47	Emerging	530	HTML
7	mandarjoshi90/triviaqa Code for the TriviaQA reading comprehension dataset	45	Emerging	332	Python
8	programmer290399/pyqna A simple python package for question answering.	45	Emerging	11	Python
9	huggingface/node-question-answering Fast and production-ready question answering in Node.js	44	Emerging	466	TypeScript
10	21han/nlp_qa_project Natural Language Processing Question Answering Final Project	44	Emerging	61	HTML
11	TheHamkerCat/python-arq Asynchronous Python Wrapper For A.R.Q API.	44	Emerging	37	Python
12	UKP-SQuARE/square-core SQuARE: Software for question answering research.	42	Emerging	75	Python
13	TmaxEdu/KorDPR This repo Implements "Dense Passage Retrieval for Open-Domain Question...	42	Emerging	75	Python
14	Karthik-Bhaskar/Context-Based-Question-Answering Context-Based-Question-Answering	42	Emerging	44	JavaScript
15	seominjoon/denspi Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index (DenSPI)	42	Emerging	200	Python
16	allenai/semanticilp Question Answering as Global Reasoning over Semantic Abstractions (AAAI-18)	41	Emerging	33	Scala
17	dice-group/TeBaQA A question answering system which utilises machine learning.	41	Emerging	21	Java
18	CogComp/multirc Reasoning over Multiple Sentences (Multi-RC)	40	Emerging	34	Perl
19	apple/ml-mkqa We introduce MKQA, an open-domain question answering evaluation set...	40	Emerging	192	Python
20	BDBC-KG-NLP/QA-Survey-CN 北京航空航天大学大数据高精尖中心自然语言处理研究团队开展了智能问答的研究与应用总结。包括基于知识图谱的问答（KBQA），基于文本的问答系统（TextQA）...	40	Emerging	1,812	—
21	ARBML/qawafi Platform for Arabic Poetry Analysis using knowledge-based and deep learning...	40	Emerging	36	Jupyter Notebook
22	neuml/tldrstory 📊 Semantic search for headlines and story text	40	Emerging	359	Python
23	anassinator/markov-sentence-correction Markov Chains and Hidden Markov Models to generate and correct sentences	37	Emerging	21	Python
24	soco-ai/SF-QA Evaluation framework for open-domain question answering.	37	Emerging	20	Python
25	IBM/sciqa-arcade198-dataset ARCADE198 Dataset from the ACL 2018 MRQA Workshop	37	Emerging	15	—
26	Chia-Hsuan-Lee/KaggleDBQA Introduction page of a challenging text-to-SQL dataset: KaggleDBQA	37	Emerging	43	—
27	AskNowQA/QA-Tutorial The repo contains all the materials related to Question Answering.	34	Emerging	47	—
28	stanford-oval/schema2qa Schema2QA Question Answering Dataset	34	Emerging	19	Makefile
29	Mukhopadhyay/Amazon_QnA_Dataset Amazon question/answer dataset.	33	Emerging	7	—
30	nhatsmrt/wiki-dpr A simple tool to retrieve relevant Wikipedia passages	32	Emerging	2	Python
31	siddharthkhincha/Inter-IIT-11-Devrev IIT Guwahati's Gold Medal winning solution to DevRev’s Expert Answers in a...	32	Emerging	10	Jupyter Notebook
32	RDTvlokip/InfiniQA The Official InfiniQA Dataset 📁📝	32	Emerging	3	Python
33	google-research-datasets/query-wellformedness 25,100 queries from the Paralex corpus (Fader et al., 2013) annotated with...	30	Emerging	85	—
34	hasanhuz/MentalQA MentalQA: An Annotated Arabic Corpus for Questions and Answers of Mental Healthcare	30	Emerging	6	—
35	sriyavasudevan/Question-Answering-System We built a Question Answer System using BERT. Based on our benchmark dataset...	30	Emerging	2	Python
36	I-QA-UCT/IQA Extensions to Yuan et al. QAit task.	30	Emerging	2	Python
37	scruel/campusQA Deeplearning4J框架搭建的第一个问答小AI	30	Emerging	11	Java
38	pln-fing-udelar/newsqa-es Code to rebuild the NewsQA-es dataset: a Spanish version of the NewsQA dataset	30	Emerging	2	Python
39	christianbitter/QA_and_QG An inventory of data sets around Question Generation and Question Answering	29	Experimental	21	—
40	Chia-Hsuan-Lee/ODSQA ODSQA: OPEN-DOMAIN SPOKEN QUESTION ANSWERING DATASET	28	Experimental	63	Shell
41	di37/question-answering-api-llm Question Answering System API based on all of the Harry Potter Books that...	28	Experimental	13	Python
42	boostcampaitech3/level2-mrc-level2-nlp-09 네이버 부스트캠프 \| Open-Domain Question Answering(ODQA)	28	Experimental	6	Jupyter Notebook
43	impyadav/QA-Annotator A flask based web app for Question-Answering (Natural Language Processing)...	28	Experimental	3	HTML
44	boostcampaitech3/final-project-level3-nlp-09 네이버 부스트캠프 \| 회의록을 활용한 Closed-Domain Question Answering(CDQA)	27	Experimental	8	Jupyter Notebook
45	ZhiyunLab/CsQA CommonsenseQA	26	Experimental	10	—
46	boostcampaitech2/mrc-level2-nlp-09 [2nd] KLUE Open-Domain Question Answering	26	Experimental	1	Jupyter Notebook
47	youngerous/Open-domain-QA Presentation slides of ODQA	26	Experimental	9	—
48	louisowen6/quora_paraphrasing_id Quora Paraphrasing Dataset Bahasa Indonesia Version	25	Experimental	11	Python
49	spapicchio/QATCH Official implementation of QATCH: Benchmarking SQL-centric tasks with Table...	25	Experimental	32	Python
50	orsiluk/Answer-Ranking Model to find relevant answers to questions on CQA (Community Question...	23	Experimental	4	Python
51	AkariAsai/unanswerable_qa The official implementation for ACL 2021 "Challenges in Information Seeking...	23	Experimental	28	Python
52	Sparshjain25/SQuAD-2.0 NLP Team 12	22	Experimental	1	Jupyter Notebook
53	Dalia-Mahmoud-ElSayes/Gp-2022-ma3aref-Arabic-QA Our Graduation project: "Ma'aref" an Arabic Question Answering on Quran and Fatwa.	22	Experimental	2	Jupyter Notebook
54	SockAndSandal/semantic-search-qa Code for the Semantic Search QA Algorithm	22	Experimental	2	Python
55	Wikidepia/SQuAD-id Stanford Question Answering Dataset Translated to Indonesia.	22	Experimental	6	—
56	gsh199449/productqa Product-Aware Answer Generation in E-Commerce Question-Answering	21	Experimental	38	—
57	santhoshtr/wq An experimental natural language based querying system for Wikipedia	21	Experimental	11	Python
58	motazsaad/Quran-QA Quran QA	21	Experimental	7	Jupyter Notebook
59	asaparov/fictionalgeoqa Question-answering dataset to evaluate reasoning ability over short paragraphs.	20	Experimental	7	Python
60	aklein4/ASKiT Stanford CS224N Final Project. A text-based multi-hop reasoning...	19	Experimental	3	Python
61	svjack/tableQA-Chinese Unsupervised tableQA and databaseQA on chinese finance question and tabular data	19	Experimental	13	Jupyter Notebook
62	ASoleimaniB/NLQuAD NLQuAD: A Non-Factoid Long Question Answering Data Set. To be published at EACL2021	19	Experimental	13	Python
63	reddrex/lingcomp_QA An Spanish computational linguistics QA corpus (JSON format) with 1004 rows	19	Experimental	—	Jupyter Notebook
64	donderom/sqwat TUI editor for the Stanford Question Answering Dataset (SQuAD) 💬	19	Experimental	—	Go
65	mkearney/infoquality Information Quality	18	Experimental	2	Python
66	felixgiov/UDST-DurationQA Dataset from the paper "Improving Event Duration Question Answering by...	17	Experimental	1	—
67	GUT-AI/qa Question Answering (QA)	17	Experimental	1	—
68	muhammedshihab1001/quora-duplicate-question-detection Detect duplicate questions using NLP techniques including TF-IDF + Logistic...	13	Experimental	—	Jupyter Notebook
69	aditi184/MultilingualQA Chaii (Challenge in AI for India) Multilingual QnA - Google Research India	12	Experimental	5	Jupyter Notebook
70	vaibagga/BERT_QnA QnA system using BERT	11	Experimental	—	Jupyter Notebook
71	blaze7451/Project-JaQUAd-QA-System Extractive QA system using JaQUAd dataset	11	Experimental	—	Jupyter Notebook
72	lucadiliello/asnq-challenging ASNQ without trivial negative answers.	10	Experimental	1	Python
73	Wadaboa/squad-question-answering Question answering on the SQuAD dataset, for NLP class at UNIBO	10	Experimental	2	Jupyter Notebook
74	TuozhenLiu/Chaii-QA chaii - Hindi and Tamil Question Answering	10	Experimental	2	Jupyter Notebook