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 64 extractive question answering tools tracked. 1 score above 50 (established tier). The highest-rated is 5hirish/adam_qas at 50/100 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	50	Established	356	Python
2	husseinmozannar/SOQAL Arabic Open Domain Question Answering System using Neural Reading Comprehension	47	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...	43	Emerging	54	Jupyter Notebook
4	dharmendrach/bert_quora_question_pairs BERT Model Fine-tuning on Quora Questions Pairs	40	Emerging	32	Jupyter Notebook
5	nlpunibo/Question-Answering-SQUAD Question Answering model based on DistilBERT, trained and evaluated on the...	39	Emerging	19	Jupyter Notebook
6	cdqa-suite/cdQA-ui ⛔ [NOT MAINTAINED] A web interface for cdQA and other question answering systems.	39	Emerging	23	Vue
7	cloudera/CML_AMP_Question_Answering Explore an emerging NLP capability with WikiQA, an automated question...	38	Emerging	10	Python
8	Chia-Hsuan-Lee/Spoken-SQuAD A spoken question answering dataset on SQUAD	38	Emerging	50	Shell
9	yuanzhoulvpi2017/questionAnswerSystem 基于sentence-transformers实现文本转向量的机器人	37	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	37	Emerging	90	Python
11	aybaras/BERT-base-Turkish-QA A Turkish question answering system made by fine-tuning BERTurk and...	35	Emerging	9	Jupyter Notebook
12	idanmoradarthas/Quora-Questions-Pairs-App In this research I'd like to use BERT with the huggingface PyTorch library...	34	Emerging	7	Jupyter Notebook
13	cloudera/CML_AMP_NeuralQA Launch a visual interface for question answering that supports BERT models...	33	Emerging	1	Python
14	Omarito2412/ASKFM ASKFM: Arabic AskFM dataset, a knowledge base of Question/answers in Arabic.	33	Emerging	7	—
15	CLUEbenchmark/MobileQA 离线端阅读理解应用 QA for mobile, Android & iPhone	32	Emerging	60	Python
16	harpreetvirkk/BERT-QnA-System Natural Language Question Answering System implemented using BERT, SIF...	31	Emerging	16	Jupyter Notebook
17	natnew/Question-Answering-System Question-answering systems for an architect, a lawyer, an art collector and...	30	Emerging	1	—
18	giuseppe-tanzi/Question-Answering Question-Answering focuses on conversational question answering using...	30	Emerging	2	Jupyter Notebook
19	vrunm/Question-Answering-Squad Built a Question Answering system for News Articles.	30	Emerging	2	Python
20	PraveenKumarSridhar/Question-Answering-model SQuAD - Question Answering model	30	Emerging	1	Jupyter Notebook
21	fzehracetin/turkish-question-answering We extracted 5,000 question-answer pairs from Turkish Wikipedia and...	30	Emerging	6	Jupyter Notebook
22	SatyamSoni23/DocyQA Question Answering System for Android Devices. 4 approaches implemented in...	29	Experimental	9	Jupyter Notebook
23	mikailokyay/QA-Bert This repo is created for question answering with pretrained Bert model on...	29	Experimental	1	Python
24	Moradnejad/Predicting-Subjective-Features-on-QA-Websites Paper: "Predicting Subjective Features from Questions on QA Websites using BERT"	29	Experimental	14	Jupyter Notebook
25	yuanbit/FinBERT-QA-notebooks Notebooks for fine-tuning a BERT model and training a LSTM model for financial QA	27	Experimental	37	Jupyter Notebook
26	dimitreOliveira/Google-QUEST-QA-Labeling (171st place - Top 11%) Repository for the "Google QUEST Q&A Labeling"...	27	Experimental	6	Jupyter Notebook
27	SadeemAlharthi/Arabic_Question-Answering_System_Using_Search_Engine_Techniques Retrieval-information-by-using-Search-Engines-technique-for-System-of-Labor-d...	25	Experimental	5	Jupyter Notebook
28	rohitgandikota/bert-qa This project shows the usage of hugging face framework to answer questions...	25	Experimental	11	Python
29	anushakabber/Extractive-Long-Form-Question-Answering-using-BERT Extractive Long Form Question Answering Using BERT	24	Experimental	2	Jupyter Notebook
30	pallavrajsahoo/Question-Answering-System-with-SQuAD-dataset Build a question answering system over the SQuAD dataset by applying various...	24	Experimental	4	Jupyter Notebook
31	alex0dd/SQuAD-QA Question answering on SQuAD 1.1 dataset by finetuning BERT models. Training...	22	Experimental	2	Jupyter Notebook
32	sudarshansivakumar/SQuAD_QuestionAnswering This is the code for a Question Answering System trained on the SQuAD...	22	Experimental	1	Jupyter Notebook
33	shayanrc/Wikipedia_Question_Answering Question answering pipeline for Wikipedia based QA Datasets	22	Experimental	2	Jupyter Notebook
34	juletx/BertaQA BertaQA: How Much Do Language Models Know About Local Culture?	21	Experimental	4	Jupyter Notebook
35	basel-ay/Question-Answering-System The Question Answering System is a tool designed to provide answers to user...	20	Experimental	10	Jupyter Notebook
36	themisvaltinos/Question-Answering-Transformers Implementation of BERT-Based Span Entity and Relation Prediction Models for...	20	Experimental	6	Jupyter Notebook
37	jorgeramirez/bert-qa-colab BERT End to End (Fine-tuning + Predicting) with Cloud TPU for SQuAD	20	Experimental	6	Jupyter Notebook
38	MJAHMADEE/Extractive_Question_Answering Extractive Question Answering System	19	Experimental	3	Jupyter Notebook
39	comidan/VisualQuestionAnswering Visual Question Answering model using Self-Attention with DistilBERT model	19	Experimental	4	Jupyter Notebook
40	NechbaMohammed/Factoid-Question-Answering-System Factoid Question Answering System - An advanced Open-domain Question...	19	Experimental	4	Python
41	neeraj2681/Question_Answering_Model A BERT based question answering model based on Wikipedia pages.	18	Experimental	2	Jupyter Notebook
42	JanRocketMan/QuestionAnsweringModels Benchmark of several models for dealing with Facebook CBT.	18	Experimental	2	Jupyter Notebook
43	dipesg/Question-and-Answer Question answering system that can take a user input and return a answer...	17	Experimental	1	Jupyter Notebook
44	Heyyassinesedjari/QuestionAnsweringWebApp An operational web application capable of responding to factual queries in...	17	Experimental	1	CSS
45	ezahpizza/BERT_Question_Answering Fine-tuning and implementing the BERT model to answer questions using the...	17	Experimental	1	Jupyter Notebook
46	phanxuanphucnd/arizona-QA arizona-QA is a library for Question answering problem.	17	Experimental	1	Python
47	n1ghtf4l1/literate-umbrella Simple question-answering system based on inverse document frequency	17	Experimental	1	Python
48	apausa/extractiveQA Fine-tuning RoBERTa for extractive question-answering using the Stanford...	14	Experimental	1	Jupyter Notebook
49	dharmpatel28/RNN-Based-Question-Answering-System-NLP-Project- Built a Question–Answering system using a Simple RNN in PyTorch. Performed...	14	Experimental	1	Jupyter Notebook
50	RoushanKhalid/Question-Answering-System An intelligent semantic question-answering system built with BERT that...	14	Experimental	—	HTML
51	Yunika-Bajracharya/Extractive-Nepali-QA Extractive Nepali Question Answering System \| Browser Extension & Web Application	13	Experimental	3	Jupyter Notebook
52	iafarhan/minGPT-QA-teaching-transformer-models-facts Teaching Transformer Models facts about the world throughpretraining, and...	12	Experimental	5	Python
53	Rumeysakeskin/Question-Answering-BERT Extractive Question-Answering with BERT on SQuAD v2.0 (Stanford Question...	12	Experimental	7	Jupyter Notebook
54	ThuanPhong0126/Question-Answering-XLM-Roberta-GermanQuAD Fine-tuning Question Answering models on German with the GermanQuAD dataset	12	Experimental	5	Python
55	Sitaras/BERT-Question-Answering Question Answering using BERT pre-trained model and fine-tuning it on...	12	Experimental	5	Jupyter Notebook
56	akash-selvaraj/MicroBert_Paragraph_Comprehender MicroBert is a web-based AI assistant that provides real-time, interactive...	11	Experimental	—	TypeScript
57	suryamp97/COQA-using-BERT-Natural-Language-Processing-NLP Adaptation of BERT on COQA:- 1) additional logits - Yes/No/Unk 2)...	11	Experimental	4	Python
58	mnsoylemez/ArresSaidSo A PyTorch-based Transformer model for question-answering with SentencePiece...	11	Experimental	—	Python
59	mihirs16/Question-Answering-w-NN Experimenting with Question Answering using Nearest Neighbour Search	11	Experimental	3	Jupyter Notebook
60	Bhavik-Ardeshna/Question-Answering-Analytic-Tool Question Answering Analytic Tool	11	Experimental	3	Python
61	Yash1289/Extractive_QA An extractive question answering app built using LDA and transformers	11	Experimental	4	Python
62	MUHAMMADAKMAL137/Question-Answering-System-Using-PyTorch-and-Recurrent-Neural-Networks-RNN- A simple QA model using RNNs to predict answers from custom question-answer...	10	Experimental	1	Jupyter Notebook
63	JacobJ215/BERT-QUESTION-ANSWERING-APP This project demonstrates a user-friendly web application that uses a...	10	Experimental	2	Python
64	hsthe29/QAZalo Implementation of project available on Question Answering in Zalo AI Challenge	10	Experimental	2	Python

Comparisons in this category

bert_quora_question_pairs and Quora-Questions-Pairs-App (40 vs 34)