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 83018350 of 10817 papers

TitleStatusHype
Exploring Neural Net Augmentation to BERT for Question Answering on SQUAD 2.00
UU\_TAILS at MEDIQA 2019: Learning Textual Entailment in the Medical Domain0
ARS\_NITK at MEDIQA 2019:Analysing Various Methods for Natural Language Inference, Recognising Question Entailment and Medical Question Answering System0
Simple and Effective Text Matching with Richer Alignment FeaturesCode0
ChiMed: A Chinese Medical Corpus for Question AnsweringCode0
Predicting the Difficulty of Multiple Choice Questions in a High-stakes Medical Exam0
Extending Neural Question Answering with Linguistic Input Features0
A Paraphrase Generation System for EHR Question Answering0
ANU-CSIRO at MEDIQA 2019: Question Answering Using Deep Contextual Knowledge0
DUT-NLP at MEDIQA 2019: An Adversarial Multi-Task Network to Jointly Model Recognizing Question Entailment and Question Answering0
DUT-BIM at MEDIQA 2019: Utilizing Transformer Network and Medical Domain-Specific Contextualized Representations for Question Answering0
LasigeBioTM at MEDIQA 2019: Biomedical Question Answering using Bidirectional Transformers and Named Entity Recognition0
Curio SmartChat : A system for Natural Language Question Answering for Self-Paced K-12 Learning0
IIT-KGP at MEDIQA 2019: Recognizing Question Entailment using Sci-BERT stacked with a Gradient Boosting Classifier0
The Meaning of ``Most'' for Visual Question Answering Models0
Amharic Question Answering for Biography, Definition, and Description Questions0
Learning Question-Guided Video Representation for Multi-Turn Video Question Answering0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation0
LEAF-QA: Locate, Encode & Attend for Figure Question Answering0
Reinforced Dynamic Reasoning for Conversational Question GenerationCode0
A mathematical model for universal semanticsCode0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering0
Text-to-SQL Generation for Question Answering on Electronic Medical RecordsCode0
Careful Selection of Knowledge to solve Open Book Question Answering0
SpanBERT: Improving Pre-training by Representing and Predicting SpansCode0
Metalearned Neural MemoryCode0
Bilinear Graph Networks for Visual Question Answering0
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs0
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
OmniNet: A unified architecture for multi-modal multi-task learningCode0
Learning Representation Mapping for Relation Detection in Knowledge Base Question AnsweringCode0
KVQA: Knowledge-Aware Visual Question Answering0
Almawave-SLU: A new dataset for SLU in Italian0
A Self-Attentive model for Knowledge TracingCode0
2nd Place Solution to the GQA Challenge 20190
TWEETQA: A Social Media Focused Question Answering Dataset0
Cross-Lingual Transfer Learning for Question Answering0
Tackling Graphical NLP problems with Graph Recurrent NetworksCode0
ReQA: An Evaluation for End-to-End Answer Retrieval ModelsCode0
Neural Reasoning, Fast and Slow, for Video Question Answering0
An Effective Multi-Stage Approach For 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
Question Answering in the Biomedical Domain0
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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