Extractive Question Answering NLP Tools

Systems that extract answers from given documents or knowledge bases by identifying spans of text. Includes SQuAD-based models, BERT fine-tuning, and retrieval methods. Does NOT include generative QA, open-book QA with LLMs, conversational question-answering, or knowledge graph question-answering.

There are 52 extractive question answering tools tracked. The highest-rated is 5hirish/adam_qas at 43/100 with 356 stars.

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#	Tool	Score	Tier	Stars	Language
1	5hirish/adam_qas ADAM - A Question Answering System. Inspired from IBM Watson	43	Emerging	356	Python
2	husseinmozannar/SOQAL Arabic Open Domain Question Answering System using Neural Reading Comprehension	40	Emerging	165	Python
3	SatyamSoni23/Smart-Question-Answering-System-on-Document It's Smart-Question Answering System on short as well as long documents. It...	36	Emerging	54	Jupyter Notebook
4	dharmendrach/bert_quora_question_pairs BERT Model Fine-tuning on Quora Questions Pairs	33	Emerging	32	Jupyter Notebook
5	nlpunibo/Question-Answering-SQUAD Question Answering model based on DistilBERT, trained and evaluated on the...	32	Emerging	19	Jupyter Notebook
6	cdqa-suite/cdQA-ui ⛔ [NOT MAINTAINED] A web interface for cdQA and other question answering systems.	32	Emerging	23	Vue
7	cloudera/CML_AMP_Question_Answering Explore an emerging NLP capability with WikiQA, an automated question...	31	Emerging	10	Python
8	Chia-Hsuan-Lee/Spoken-SQuAD A spoken question answering dataset on SQUAD	31	Emerging	50	Shell
9	yuanzhoulvpi2017/questionAnswerSystem 基于sentence-transformers实现文本转向量的机器人	30	Emerging	47	Jupyter Notebook
10	nocoolsandwich/iamQA 中文wiki百科QA阅读理解问答系统，使用了CCKS2016数据的NER模型和CMRC2018的阅读理解模型，还有W2V词向量搜索,使用torchserve部署	30	Emerging	90	Python
11	aybaras/BERT-base-Turkish-QA A Turkish question answering system made by fine-tuning BERTurk and...	28	Experimental	9	Jupyter Notebook
12	idanmoradarthas/Quora-Questions-Pairs-App In this research I'd like to use BERT with the huggingface PyTorch library...	27	Experimental	7	Jupyter Notebook
13	Omarito2412/ASKFM ASKFM: Arabic AskFM dataset, a knowledge base of Question/answers in Arabic.	26	Experimental	7	—
14	cloudera/CML_AMP_NeuralQA Launch a visual interface for question answering that supports BERT models...	26	Experimental	1	Python
15	CLUEbenchmark/MobileQA 离线端阅读理解应用 QA for mobile, Android & iPhone	25	Experimental	60	Python
16	harpreetvirkk/BERT-QnA-System Natural Language Question Answering System implemented using BERT, SIF...	24	Experimental	16	Jupyter Notebook
17	natnew/Question-Answering-System Question-answering systems for an architect, a lawyer, an art collector and...	23	Experimental	1	—
18	vrunm/Question-Answering-Squad Built a Question Answering system for News Articles.	23	Experimental	2	Python
19	giuseppe-tanzi/Question-Answering Question-Answering focuses on conversational question answering using...	23	Experimental	2	Jupyter Notebook
20	fzehracetin/turkish-question-answering We extracted 5,000 question-answer pairs from Turkish Wikipedia and...	23	Experimental	6	Jupyter Notebook
21	PraveenKumarSridhar/Question-Answering-model SQuAD - Question Answering model	23	Experimental	1	Jupyter Notebook
22	Moradnejad/Predicting-Subjective-Features-on-QA-Websites Paper: "Predicting Subjective Features from Questions on QA Websites using BERT"	22	Experimental	14	Jupyter Notebook
23	mikailokyay/QA-Bert This repo is created for question answering with pretrained Bert model on...	22	Experimental	1	Python
24	SatyamSoni23/DocyQA Question Answering System for Android Devices. 4 approaches implemented in...	22	Experimental	9	Jupyter Notebook
25	yuanbit/FinBERT-QA-notebooks Notebooks for fine-tuning a BERT model and training a LSTM model for financial QA	20	Experimental	37	Jupyter Notebook
26	dimitreOliveira/Google-QUEST-QA-Labeling (171st place - Top 11%) Repository for the "Google QUEST Q&A Labeling"...	20	Experimental	6	Jupyter Notebook
27	rohitgandikota/bert-qa This project shows the usage of hugging face framework to answer questions...	18	Experimental	11	Python
28	SadeemAlharthi/Arabic_Question-Answering_System_Using_Search_Engine_Techniques Retrieval-information-by-using-Search-Engines-technique-for-System-of-Labor-d...	18	Experimental	5	Jupyter Notebook
29	anushakabber/Extractive-Long-Form-Question-Answering-using-BERT Extractive Long Form Question Answering Using BERT	17	Experimental	2	Jupyter Notebook
30	pallavrajsahoo/Question-Answering-System-with-SQuAD-dataset Build a question answering system over the SQuAD dataset by applying various...	17	Experimental	4	Jupyter Notebook
31	shayanrc/Wikipedia_Question_Answering Question answering pipeline for Wikipedia based QA Datasets	15	Experimental	2	Jupyter Notebook
32	alex0dd/SQuAD-QA Question answering on SQuAD 1.1 dataset by finetuning BERT models. Training...	15	Experimental	2	Jupyter Notebook
33	sudarshansivakumar/SQuAD_QuestionAnswering This is the code for a Question Answering System trained on the SQuAD...	15	Experimental	1	Jupyter Notebook
34	juletx/BertaQA BertaQA: How Much Do Language Models Know About Local Culture?	14	Experimental	4	Jupyter Notebook
35	RoushanKhalid/Question-Answering-System An intelligent semantic question-answering system built with BERT that...	14	Experimental	—	HTML
36	jorgeramirez/bert-qa-colab BERT End to End (Fine-tuning + Predicting) with Cloud TPU for SQuAD	13	Experimental	6	Jupyter Notebook
37	themisvaltinos/Question-Answering-Transformers Implementation of BERT-Based Span Entity and Relation Prediction Models for...	13	Experimental	6	Jupyter Notebook
38	basel-ay/Question-Answering-System The Question Answering System is a tool designed to provide answers to user...	13	Experimental	10	Jupyter Notebook
39	dharmpatel28/RNN-Based-Question-Answering-System-NLP-Project- Built a Question–Answering system using a Simple RNN in PyTorch. Performed...	12	Experimental	1	Jupyter Notebook
40	comidan/VisualQuestionAnswering Visual Question Answering model using Self-Attention with DistilBERT model	12	Experimental	4	Jupyter Notebook
41	NicolasSournac/Open-Book-Question-Answering Comparative study of large language models in the field of open-book QA,...	12	Experimental	4	Python
42	NechbaMohammed/Factoid-Question-Answering-System Factoid Question Answering System - An advanced Open-domain Question...	12	Experimental	4	Python
43	MJAHMADEE/Extractive_Question_Answering Extractive Question Answering System	12	Experimental	3	Jupyter Notebook
44	neeraj2681/Question_Answering_Model A BERT based question answering model based on Wikipedia pages.	11	Experimental	2	Jupyter Notebook
45	mnsoylemez/ArresSaidSo A PyTorch-based Transformer model for question-answering with SentencePiece...	11	Experimental	—	Python
46	JanRocketMan/QuestionAnsweringModels Benchmark of several models for dealing with Facebook CBT.	11	Experimental	2	Jupyter Notebook
47	akash-selvaraj/MicroBert_Paragraph_Comprehender MicroBert is a web-based AI assistant that provides real-time, interactive...	11	Experimental	—	TypeScript
48	ezahpizza/BERT_Question_Answering Fine-tuning and implementing the BERT model to answer questions using the...	10	Experimental	1	Jupyter Notebook
49	Heyyassinesedjari/QuestionAnsweringWebApp An operational web application capable of responding to factual queries in...	10	Experimental	1	CSS
50	n1ghtf4l1/literate-umbrella Simple question-answering system based on inverse document frequency	10	Experimental	1	Python
51	phanxuanphucnd/arizona-QA arizona-QA is a library for Question answering problem.	10	Experimental	1	Python
52	dipesg/Question-and-Answer Question answering system that can take a user input and return a answer...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

bert_quora_question_pairs and Quora-Questions-Pairs-App (33 vs 27) Question-Answering-SQUAD and Question-Answering-model (32 vs 23)