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 81018150 of 10817 papers

TitleStatusHype
Learning to Recognize the Unseen Visual Predicates0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation0
Why Does the VQA Model Answer No?: Improving Reasoning through Visual and Linguistic Inference0
ASGen: Answer-containing Sentence Generation to Pre-Train Question Generator for Scale-up Data in Question Answering0
On Incorporating Semantic Prior Knowlegde in Deep Learning Through Embedding-Space Constraints0
Latent Question Reformulation and Information Accumulation for Multi-Hop Machine Reading0
Reducing Transformer Depth on Demand with Structured DropoutCode1
Question Answering is a Format; When is it Useful?0
UNITER: UNiversal Image-TExt Representation LearningCode1
Unified Vision-Language Pre-Training for Image Captioning and VQACode2
Technical report on Conversational Question Answering0
An Empirical Study of Content Understanding in Conversational Question AnsweringCode0
Portuguese Named Entity Recognition using BERT-CRFCode0
Non-monotonic Logical Reasoning Guiding Deep Learning for Explainable Visual Question Answering0
TinyBERT: Distilling BERT for Natural Language UnderstandingCode0
Explainable High-order Visual Question Reasoning: A New Benchmark and Knowledge-routed Network0
Designing dialogue systems: A mean, grumpy, sarcastic chatbot in the browser0
How Additional Knowledge can Improve Natural Language Commonsense Question Answering?0
What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question AnsweringCode0
Look, Read and Enrich. Learning from Scientific Figures and their CaptionsCode0
Triplet-Aware Scene Graph Embeddings0
Learning Sparse Mixture of Experts for Visual Question Answering0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions0
Pre-trained Language Model for Biomedical Question AnsweringCode0
Conversational AI : Open Domain Question Answering and Commonsense Reasoning0
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model ParallelismCode2
Multi-step Entity-centric Information Retrieval for Multi-Hop Question Answering0
Simple yet Effective Bridge Reasoning for Open-Domain Multi-Hop Question Answering0
Do NLP Models Know Numbers? Probing Numeracy in EmbeddingsCode0
Inverse Visual Question Answering with Multi-Level Attentions0
KorQuAD1.0: Korean QA Dataset for Machine Reading Comprehension0
PubMedQA: A Dataset for Biomedical Research Question AnsweringCode1
Neural Correction Model for Open-Domain Named Entity RecognitionCode0
Addressing Semantic Drift in Question Generation for Semi-Supervised Question AnsweringCode0
NSURL-2019 Shared Task 8: Semantic Question Similarity in Arabic0
Measuring Domain Portability and ErrorPropagation in Biomedical QA0
Finding Generalizable Evidence by Learning to Convince Q&A ModelsCode0
Frustratingly Easy Natural Question Answering0
A Discrete Hard EM Approach for Weakly Supervised Question AnsweringCode0
How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer RepresentationsCode1
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation0
Question Generation by TransformersCode0
Span Selection Pre-training for Question AnsweringCode0
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question AnsweringCode0
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset BiasesCode1
Large Scale Question Answering using Tourism Data0
Abductive Reasoning as Self-Supervision for Common Sense Question Answering0
Effective Search of Logical Forms for Weakly Supervised Knowledge-Based Question Answering0
Incorporating External Knowledge into Machine Reading for Generative Question Answering0
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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