Reading Comprehension QA ML Frameworks

Systems for extracting answers from given context passages using transformer models like BERT. Includes fine-tuning on datasets like SQuAD and building QA applications. Does NOT include question generation, question similarity scoring, or open-domain conversational QA without context.

There are 23 reading comprehension qa frameworks tracked. 2 score above 50 (established tier). The highest-rated is vinhkhuc/MemN2N-babi-python at 51/100 with 576 stars.

Get all 23 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	vinhkhuc/MemN2N-babi-python End-To-End Memory Networks for bAbI question-answering tasks	51	Established	576	Python
2	patil-suraj/question_generation Neural question generation using transformers	51	Established	1,142	Jupyter Notebook
3	nelson-liu/paraphrase-id-tensorflow Various models and code (Manhattan LSTM, Siamese LSTM + Matching Layer,...	49	Emerging	326	Python
4	YuriyGuts/kaggle-quora-question-pairs My solution to Kaggle Quora Question Pairs competition (Top 2%, Private LB...	46	Emerging	102	Jupyter Notebook
5	dtrizna/slp Shell Language Processing (SLP). Pre-processing of sh/bash/zsh/.. commands...	41	Emerging	37	Python
6	krishnap25/mauve Package to compute Mauve, a similarity score between neural text and human...	41	Emerging	308	Python
7	IBM/visualize-unstructured-data-with-watson Visualize unstructured data using Watson NLU	39	Emerging	10	CoffeeScript
8	IBM/generate-insights-from-data-formats-with-watson How do we process data in different formats like docx, pdf etc and generate...	39	Emerging	14	Jupyter Notebook
9	stevezheng23/mrc_tf Machine Reading Comprehension (MRC)	37	Emerging	19	Python
10	McGill-NLP/topiocqa Code and data for reproducing baselines for TopiOCQA, an open-domain...	35	Emerging	56	Python
11	enochyearn/MLX_RoBERTa Roberta Question Answering using MLX.	32	Emerging	24	Python
12	bhavul/Quora-Question-Pairs An attempt at https://www.kaggle.com/c/quora-question-pairs	31	Emerging	2	Jupyter Notebook
13	parinzee/ThaiQuestionGenerationMT5 The SOTA Thai Question-Answer Generation Model (as of July 2022)	26	Experimental	10	Jupyter Notebook
14	rifkiaputri/IDK-MRC Code & dataset for EMNLP 2022 paper: IDK-MRC: Unanswerable Questions for...	26	Experimental	9	Jupyter Notebook
15	zilliz-bootcamp/intelligent_question_answering_robot This project combines the model provided by Bert and Milvus to realize a...	26	Experimental	8	TypeScript
16	imraviagrawal/ReadingComprehension Bi-Directional Attention Flow for Machine Comprehensions	26	Experimental	9	Python
17	IBMDeveloperMEA/Easily-build-a-custom-language-analysis-model-with-Watson-Knowledge-Studio-NLU In this tutorial, learn how to use Watson Knowledge Studio to annotate...	24	Experimental	5	—
18	sheilateozy/question-answer-scorer Competed in Google Research's Question-Answering Labelling Competition using...	21	Experimental	1	—
19	dpoulopoulos/bert-qa-finetuning Fine-tuning BERT on the SQuAD dataset for Question-Answering tasks	19	Experimental	3	Jupyter Notebook
20	Wing48/Quora-Question-Pair-NLP 🤖 Identify similar questions on Quora to improve content relevance and...	14	Experimental	—	Jupyter Notebook
21	Tanwar-12/QUORA-QUESTION-PAIR- The Quora Question Pair dataset is a well-known dataset used in natural...	12	Experimental	6	Jupyter Notebook
22	pragonauts/keyworder Machine learning tool for word processing	11	Experimental	—	JavaScript
23	ArchishmanSengupta/qlamda qlamda: txt2ques generation model	10	Experimental	2	TypeScript