Machine Reading Comprehension

Machine Reading Comprehension is one of the key problems in Natural Language Understanding, where the task is to read and comprehend a given text passage, and then answer questions based on it.

Source: Making Neural Machine Reading Comprehension Faster

Papers

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Title	Date	Tasks	Status	Score
Guiding LLM to Fool Itself: Automatically Manipulating Machine Reading Comprehension Shortcut Triggers	Oct 24, 2023	Machine Reading ComprehensionReading Comprehension	CodeCode Available	5
Document Modeling with External Attention for Sentence Extraction	Jul 1, 2018	Answer SelectionDocument Summarization	CodeCode Available	5
JBNU-CCLab at SemEval-2022 Task 12: Machine Reading Comprehension and Span Pair Classification for Linking Mathematical Symbols to Their Descriptions	Jul 1, 2022	Joint Entity and Relation ExtractionMachine Reading Comprehension	CodeCode Available	5
Exploiting Word Semantics to Enrich Character Representations of Chinese Pre-trained Models	Jul 13, 2022	Machine Reading ComprehensionNatural Language Inference	CodeCode Available	5
DoSEA: A Domain-specific Entity-aware Framework for Cross-Domain Named Entity Recogition	Oct 1, 2022	Cross-Domain Named Entity RecognitionMachine Reading Comprehension	CodeCode Available	5
A Span-Extraction Dataset for Chinese Machine Reading Comprehension	Oct 17, 2018	Machine Reading ComprehensionReading Comprehension	CodeCode Available	5
DTW at Qur'an QA 2022: Utilising Transfer Learning with Transformers for Question Answering in a Low-resource Domain	May 12, 2022	Ensemble LearningMachine Reading Comprehension	CodeCode Available	5
A Multiple Choices Reading Comprehension Corpus for Vietnamese Language Education	Mar 31, 2023	ArticlesMachine Reading Comprehension	CodeCode Available	5
Dual Ask-Answer Network for Machine Reading Comprehension	Sep 6, 2018	Machine Reading ComprehensionQuestion Answering	CodeCode Available	5
Named Entity Recognition via Machine Reading Comprehension: A Multi-Task Learning Approach	Sep 20, 2023	Machine Reading ComprehensionMulti-Task Learning	CodeCode Available	5
Contextual embedding and model weighting by fusing domain knowledge on Biomedical Question Answering	Jun 26, 2022	Cloze TestMachine Reading Comprehension	CodeCode Available	5
Explaining Interactions Between Text Spans	Oct 20, 2023	Community DetectionDecision Making	CodeCode Available	5
Evidence Sentence Extraction for Machine Reading Comprehension	Feb 23, 2019	Machine Reading ComprehensionMultiple-choice	CodeCode Available	5
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking	Jun 21, 2023	Entity LinkingEntity Retrieval	CodeCode Available	5
DuReader_robust: A Chinese Dataset Towards Evaluating Robustness and Generalization of Machine Reading Comprehension in Real-World Applications	Apr 23, 2020	Machine Reading ComprehensionReading Comprehension	CodeCode Available	5
EviDR: Evidence-Emphasized Discrete Reasoning for Reasoning Machine Reading Comprehension	Aug 18, 2021	AttributeMachine Reading Comprehension	CodeCode Available	5
FedQAS: Privacy-aware machine reading comprehension with federated learning	Feb 9, 2022	Conversational Question AnsweringFederated Learning	CodeCode Available	5
Act-Aware Slot-Value Predicting in Multi-Domain Dialogue State Tracking	Aug 4, 2022	Dialogue State TrackingMachine Reading Comprehension	CodeCode Available	5
Comparing Attention-based Convolutional and Recurrent Neural Networks: Success and Limitations in Machine Reading Comprehension	Aug 27, 2018	Machine Reading ComprehensionQuestion Answering	CodeCode Available	5
EQuANt (Enhanced Question Answer Network)	Jun 24, 2019	Machine Reading ComprehensionMulti-Task Learning	CodeCode Available	5
ET5: A Novel End-to-end Framework for Conversational Machine Reading Comprehension	Sep 23, 2022	Decision MakingMachine Reading Comprehension	CodeCode Available	5
Enhancing Pre-Trained Language Representations with Rich Knowledge for Machine Reading Comprehension	Jul 1, 2019	Machine Reading ComprehensionReading Comprehension	CodeCode Available	5
EMBRACE: Evaluation and Modifications for Boosting RACE	May 15, 2023	Machine Reading ComprehensionMultiple-choice	CodeCode Available	5
English Machine Reading Comprehension Datasets: A Survey	Jan 25, 2021	Machine Reading ComprehensionReading Comprehension	CodeCode Available	5
Entity-Relation Extraction as Multi-Turn Question Answering	May 14, 2019	Machine Reading ComprehensionQuestion Answering	CodeCode Available	5

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