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 82518300 of 10817 papers

TitleStatusHype
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering0
RoBERTa: A Robustly Optimized BERT Pretraining ApproachCode1
SpanBERT: Improving Pre-training by Representing and Predicting SpansCode0
WinoGrande: An Adversarial Winograd Schema Challenge at ScaleCode1
Careful Selection of Knowledge to solve Open Book Question Answering0
Metalearned Neural MemoryCode0
Bilinear Graph Networks for Visual Question Answering0
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs0
ELI5: Long Form Question AnsweringCode1
A Comparative Evaluation of Visual and Natural Language Question Answering Over Linked Data0
Querying Knowledge via Multi-Hop English QuestionsCode0
Neural Shuffle-Exchange Networks -- Sequence Processing in O(n log n) TimeCode0
KVQA: Knowledge-Aware Visual Question Answering0
Learning Representation Mapping for Relation Detection in Knowledge Base Question AnsweringCode0
OmniNet: A unified architecture for multi-modal multi-task learningCode0
Almawave-SLU: A new dataset for SLU in Italian0
2nd Place Solution to the GQA Challenge 20190
A Self-Attentive model for Knowledge TracingCode0
TWEETQA: A Social Media Focused Question Answering Dataset0
Tackling Graphical NLP problems with Graph Recurrent NetworksCode0
Cross-Lingual Transfer Learning for Question Answering0
An Effective Multi-Stage Approach For Question Answering0
ReQA: An Evaluation for End-to-End Answer Retrieval ModelsCode0
Neural Reasoning, Fast and Slow, for Video Question Answering0
Multilingual Universal Sentence Encoder for Semantic Retrieval0
Short Text Conversation Based on Deep Neural Network and Analysis on Evaluation MeasuresCode0
Video Question Generation via Cross-Modal Self-Attention Networks Learning0
A Study of the Effect of Resolving Negation and Sentiment Analysis in Recognizing Text Entailment for Arabic0
A Road-map Towards Explainable Question Answering A Solution for Information Pollution0
CS563-QA: A Collection for Evaluating Question Answering Systems0
Deep Learning in Event Detection in Polish0
CALOR-QUEST : un corpus d'entra\^ et d'\'evaluation pour la compr\'ehension automatique de textes (Machine reading comprehension is a task related to Question-Answering where questions are not generic in scope but are related to a particular document)0
Are Red Roses Red? Evaluating Consistency of Question-Answering ModelsCode0
Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network0
Active Reading Comprehension: A Dataset for Learning the Question-Answer Relationship Strategy0
On the Summarization of Consumer Health QuestionsCode0
Do You Know That Florence Is Packed with Visitors? Evaluating State-of-the-art Models of Speaker Commitment0
MC\^2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension0
Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts0
Improving the Robustness of Question Answering Systems to Question ParaphrasingCode0
Question Answering in the Biomedical Domain0
Multi-grained Attention with Object-level Grounding for Visual Question Answering0
XQA: A Cross-lingual Open-domain Question Answering DatasetCode1
Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting0
Discourse Analysis and Its Applications0
Deep Bayesian Natural Language Processing0
Pentagon at MEDIQA 2019: Multi-task Learning for Filtering and Re-ranking Answers using Language Inference and Question Entailment0
Katecheo: A Portable and Modular System for Multi-Topic Question AnsweringCode0
Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization0
Weak Supervision Enhanced Generative Network for Question Generation0
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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