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 84018450 of 10817 papers

TitleStatusHype
SemEval-2019 Task 8: Fact Checking in Community Question Answering ForumsCode0
Evaluating Variable-Length Multiple-Option Lists in Chatbots and Mobile Search0
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No QuestionsCode1
Controlling Risk of Web Question Answering0
Self-Critical Reasoning for Robust Visual Question AnsweringCode0
MatchZoo: A Learning, Practicing, and Developing System for Neural Text MatchingCode0
Multi-hop Reading Comprehension via Deep Reinforcement Learning based Document TraversalCode0
ANTIQUE: A Non-Factoid Question Answering BenchmarkCode0
AttentionRNN: A Structured Spatial Attention Mechanism0
Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction0
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks0
BERTSel: Answer Selection with Pre-trained ModelsCode0
Functorial Question AnsweringCode0
Adaptation of Deep Bidirectional Multilingual Transformers for Russian LanguageCode0
Improving Question Answering over Incomplete KBs with Knowledge-Aware ReaderCode0
Dynamically Fused Graph Network for Multi-hop ReasoningCode1
Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image RepresentationsCode0
Multi-step Retriever-Reader Interaction for Scalable Open-domain Question AnsweringCode0
Entity-Relation Extraction as Multi-Turn Question AnsweringCode0
Cognitive Graph for Multi-Hop Reading Comprehension at ScaleCode0
BERT with History Answer Embedding for Conversational Question AnsweringCode0
Quantifying and Alleviating the Language Prior Problem in Visual Question AnsweringCode0
Controlled Natural Languages and Default Reasoning0
Survey on Evaluation Methods for Dialogue Systems0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
Question Relatedness on Stack Overflow: The Task, Dataset, and Corpus-inspired Models0
Pretrained Transformers for Simple Question Answering0
Conditioning LSTM Decoder and Bi-directional Attention Based Question Answering SystemCode0
Knowledge Authoring and Question Answering with KALM0
Visual TTR - Modelling Visual Question Answering in Type Theory with Records0
Disease Identification From Unstructured User Input0
Declarative Question Answering over Knowledge Bases containing Natural Language Text with Answer Set ProgrammingCode0
Learning to Decompose Compound Questions with Reinforcement Learning0
Improving Differentiable Neural Computers Through Memory Masking, De-allocation, and Link Distribution Sharpness Control0
Cross-Task Knowledge Transfer for Visually-Grounded Navigation0
Generative Question Answering: Learning to Answer the Whole Question0
Scalable Neural Theorem Proving on Knowledge Bases and Natural Language0
NLProlog: Reasoning with Weak Unification for Natural Language Question Answering0
Routing Networks and the Challenges of Modular and Compositional ComputationCode0
OPIEC: An Open Information Extraction CorpusCode0
Using Context Information to Enhance Simple Question Answering0
Soft Marginal TransE for Scholarly Knowledge Graph Completion0
Understanding Dataset Design Choices for Multi-hop Reasoning0
Data Poisoning Attack against Knowledge Graph Embedding0
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural SupervisionCode0
Scene Graph Prediction with Limited LabelsCode0
TVQA+: Spatio-Temporal Grounding for Video Question AnsweringCode0
Improving Differentiable Neural Computers Through Memory Masking, De-allocation, and Link Distribution Sharpness ControlCode0
Generating Long Sequences with Sparse TransformersCode3
SocialIQA: Commonsense Reasoning about Social InteractionsCode0
Show:102550
← PrevPage 169 of 217Next →

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