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 22 reading comprehension qa frameworks tracked. The highest-rated is patil-suraj/question_generation at 44/100 with 1,142 stars.

Get all 22 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	patil-suraj/question_generation Neural question generation using transformers	44	Emerging	1,142	Jupyter Notebook
2	vinhkhuc/MemN2N-babi-python End-To-End Memory Networks for bAbI question-answering tasks	44	Emerging	576	Python
3	nelson-liu/paraphrase-id-tensorflow Various models and code (Manhattan LSTM, Siamese LSTM + Matching Layer,...	42	Emerging	326	Python
4	YuriyGuts/kaggle-quora-question-pairs My solution to Kaggle Quora Question Pairs competition (Top 2%, Private LB...	39	Emerging	102	Jupyter Notebook
5	krishnap25/mauve Package to compute Mauve, a similarity score between neural text and human...	34	Emerging	308	Python
6	dtrizna/slp Shell Language Processing (SLP). Pre-processing of sh/bash/zsh/.. commands...	34	Emerging	37	Python
7	IBM/generate-insights-from-data-formats-with-watson How do we process data in different formats like docx, pdf etc and generate...	32	Emerging	14	Jupyter Notebook
8	IBM/visualize-unstructured-data-with-watson Visualize unstructured data using Watson NLU	32	Emerging	10	CoffeeScript
9	stevezheng23/mrc_tf Machine Reading Comprehension (MRC)	30	Emerging	19	Python
10	McGill-NLP/topiocqa Code and data for reproducing baselines for TopiOCQA, an open-domain...	28	Experimental	56	Python
11	amarnamarpan/D2V-BiGRU-CRF A Sequence Labeling Model for Catchphrase Identification from Legal Case Documents	26	Experimental	6	HTML
12	enochyearn/MLX_RoBERTa Roberta Question Answering using MLX.	25	Experimental	24	Python
13	bhavul/Quora-Question-Pairs An attempt at https://www.kaggle.com/c/quora-question-pairs	24	Experimental	2	Jupyter Notebook
14	rifkiaputri/IDK-MRC Code & dataset for EMNLP 2022 paper: IDK-MRC: Unanswerable Questions for...	19	Experimental	9	Jupyter Notebook
15	parinzee/ThaiQuestionGenerationMT5 The SOTA Thai Question-Answer Generation Model (as of July 2022)	19	Experimental	10	Jupyter Notebook
16	zilliz-bootcamp/intelligent_question_answering_robot This project combines the model provided by Bert and Milvus to realize a...	19	Experimental	8	TypeScript
17	imraviagrawal/ReadingComprehension Bi-Directional Attention Flow for Machine Comprehensions	19	Experimental	9	Python
18	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...	17	Experimental	5	—
19	MediaBilly/BERT-Question-Answering A project about fine-tuning bert-base-uncased model for reading comprehension tasks.	15	Experimental	6	Jupyter Notebook
20	sheilateozy/question-answer-scorer Competed in Google Research's Question-Answering Labelling Competition using...	14	Experimental	1	—
21	Wing48/Quora-Question-Pair-NLP 🤖 Identify similar questions on Quora to improve content relevance and...	14	Experimental	—	Jupyter Notebook
22	dpoulopoulos/bert-qa-finetuning Fine-tuning BERT on the SQuAD dataset for Question-Answering tasks	12	Experimental	3	Jupyter Notebook