SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

Showing 87518800 of 10817 papers

TitleStatusHype
Symbolic Priors for RNN-based Semantic ParsingCode0
Multi-task Learning with Sample Re-weighting for Machine Reading ComprehensionCode0
Commonsense for Generative Multi-Hop Question Answering TasksCode0
Answering Science Exam Questions Using Query Rewriting with Background Knowledge0
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain0
Knowledge Based Machine Reading Comprehension0
The Wisdom of MaSSeS: Majority, Subjectivity, and Semantic Similarity in the Evaluation of VQA0
The Visual QA Devil in the Details: The Impact of Early Fusion and Batch Norm on CLEVR0
Answering Visual What-If Questions: From Actions to Predicted Scene Descriptions0
How much should you ask? On the question structure in QA systems0
Explicit Utilization of General Knowledge in Machine Reading Comprehension0
Transforming Question Answering Datasets Into Natural Language Inference DatasetsCode1
Faithful Multimodal Explanation for Visual Question AnsweringCode1
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question AnsweringCode0
Convolutional Neural Network: Text Classification Model for Open Domain Question Answering System0
Trick Me If You Can: Human-in-the-loop Generation of Adversarial Examples for Question AnsweringCode0
Metamorphic Relation Based Adversarial Attacks on Differentiable Neural Computer0
Cascaded Mutual Modulation for Visual ReasoningCode0
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency0
Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks0
A Memory-Network Based Solution for Multivariate Time-Series ForecastingCode0
Interpretable Visual Question Answering by Reasoning on Dependency Trees0
Dual Ask-Answer Network for Machine Reading ComprehensionCode0
Improving Question Answering by Commonsense-Based Pre-Training0
Deep Relevance Ranking Using Enhanced Document-Query InteractionsCode0
Policy Shaping and Generalized Update Equations for Semantic Parsing from Denotations0
Open Domain Question Answering Using Early Fusion of Knowledge Bases and TextCode0
Straight to the Facts: Learning Knowledge Base Retrieval for Factual Visual Question Answering0
t-Exponential Memory Networks for Question-Answering Machines0
emrQA: A Large Corpus for Question Answering on Electronic Medical RecordsCode1
Zero-shot User Intent Detection via Capsule Neural NetworksCode0
Towards Automated Customer SupportCode0
Deep Attention Neural Tensor Network for Visual Question Answering0
Survey: Anaphora With Non-nominal Antecedents in Computational Linguistics: a Survey0
Adapting Visual Question Answering Models for Enhancing Multimodal Community Q&A PlatformsCode0
Question Answering by Reasoning Across Documents with Graph Convolutional NetworksCode0
Neural Compositional Denotational Semantics for Question Answering0
Implementation Notes for the Soft Cosine Measure0
Interpretation of Natural Language Rules in Conversational Machine Reading0
Learning to Attend On Essential Terms: An Enhanced Retriever-Reader Model for Open-domain Question AnsweringCode0
A Quantum Many-body Wave Function Inspired Language Modeling ApproachCode0
Evaluating Theory of Mind in Question AnsweringCode1
Comparing Attention-based Convolutional and Recurrent Neural Networks: Success and Limitations in Machine Reading ComprehensionCode0
A strong baseline for question relevancy ranking0
WiSeBE: Window-based Sentence Boundary EvaluationCode0
Dr. Tux: A Question Answering System for Ubuntu users0
CoQA: A Conversational Question Answering ChallengeCode0
QuAC : Question Answering in Context0
Adaptive Document Retrieval for Deep Question AnsweringCode0
Read + Verify: Machine Reading Comprehension with Unanswerable Questions0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified