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 21012150 of 10817 papers

TitleStatusHype
MATINF: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and SummarizationCode1
Deep Multimodal Neural Architecture SearchCode1
SE-KGE: A Location-Aware Knowledge Graph Embedding Model for Geographic Question Answering and Spatial Semantic LiftingCode1
Generative Data Augmentation for Commonsense ReasoningCode1
Template-Based Question Generation from Retrieved Sentences for Improved Unsupervised Question AnsweringCode1
Lite Transformer with Long-Short Range AttentionCode1
Rapidly Bootstrapping a Question Answering Dataset for COVID-19Code1
AmbigQA: Answering Ambiguous Open-domain QuestionsCode1
Logic-Guided Data Augmentation and Regularization for Consistent Question AnsweringCode1
ETC: Encoding Long and Structured Inputs in TransformersCode1
Bridging Anaphora Resolution as Question AnsweringCode1
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual DataCode1
PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned GenerationCode1
Toward Subgraph-Guided Knowledge Graph Question Generation with Graph Neural NetworksCode1
YouMakeup VQA Challenge: Towards Fine-grained Action Understanding in Domain-Specific VideosCode1
Visual Grounding Methods for VQA are Working for the Wrong Reasons!Code1
Explaining Question Answering Models through Text GenerationCode1
Unsupervised Commonsense Question Answering with Self-TalkCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
Injecting Numerical Reasoning Skills into Language ModelsCode1
Transformers to Learn Hierarchical Contexts in Multiparty Dialogue for Span-based Question AnsweringCode1
What do Models Learn from Question Answering Datasets?Code1
Deep Learning Based Text Classification: A Comprehensive ReviewCode1
Evaluating Multimodal Representations on Visual Semantic Textual SimilarityCode1
Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal TransformersCode1
X-Linear Attention Networks for Image CaptioningCode1
Multi-Modal Graph Neural Network for Joint Reasoning on Vision and Scene TextCode1
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than GeneratorsCode1
What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive SummarizationCode1
Beheshti-NER: Persian Named Entity Recognition Using BERTCode1
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAICode1
Counterfactual Samples Synthesizing for Robust Visual Question AnsweringCode1
Video2Commonsense: Generating Commonsense Descriptions to Enrich Video CaptioningCode1
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse LanguagesCode1
PathVQA: 30000+ Questions for Medical Visual Question AnsweringCode1
Talking-Heads AttentionCode1
Zero-Shot Cross-Lingual Transfer with Meta LearningCode1
AraBERT: Transformer-based Model for Arabic Language UnderstandingCode1
Hierarchical Conditional Relation Networks for Video Question AnsweringCode1
Unsupervised Question Decomposition for Question AnsweringCode1
SentenceMIM: A Latent Variable Language ModelCode1
Transformers as Soft Reasoners over LanguageCode1
ReClor: A Reading Comprehension Dataset Requiring Logical ReasoningCode1
REALM: Retrieval-Augmented Language Model Pre-TrainingCode1
Self-Attentive Associative MemoryCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Multimodal fusion of imaging and genomics for lung cancer recurrence predictionCode1
Break It Down: A Question Understanding BenchmarkCode1
Data Mining in Clinical Trial Text: Transformers for Classification and Question Answering TasksCode1
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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