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 77517800 of 10817 papers

TitleStatusHype
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering0
Automated Utterance Generation0
Is Graph Structure Necessary for Multi-hop Question Answering?0
Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QACode0
Faithful Embeddings for Knowledge Base QueriesCode0
Query Focused Multi-Document Summarization with Distant Supervision0
Enhancing Review Comprehension with Domain-Specific Commonsense0
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited DevicesCode0
Deep Learning Based Text Classification: A Comprehensive ReviewCode1
Learning to Recover Reasoning Chains for Multi-Hop Question Answering via Cooperative Games0
Natural language processing for word sense disambiguation and information extraction0
Mining Shape of Expertise: A Novel Approach Based on Convolutional Neural Network0
Reinforced Multi-task Approach for Multi-hop Question Generation0
TAPAS: Weakly Supervised Table Parsing via Pre-trainingCode0
Evaluating Multimodal Representations on Visual Semantic Textual SimilarityCode1
Towards Query Logs for Privacy Studies: On Deriving Search Queries from Questions0
Talk to Papers: Bringing Neural Question Answering to Academic Search0
Generating Rationales in Visual Question Answering0
Template-based Question Answering using Recursive Neural NetworksCode0
R3: A Reading Comprehension Benchmark Requiring Reasoning Processes0
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
Unification-based Reconstruction of Multi-hop Explanations for Science QuestionsCode0
NukeBERT: A Pre-trained language model for Low Resource Nuclear DomainCode0
Assessing Image Quality Issues for Real-World Problems0
P NP, at least in Visual Question AnsweringCode0
Common-Knowledge Concept Recognition for SEVACode0
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than GeneratorsCode1
Linguistically Driven Graph Capsule Network for Visual Question Reasoning0
What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive SummarizationCode1
Visual Question Answering for Cultural Heritage0
QnAMaker: Data to Bot in 2 Minutes0
Joint Event Extraction along Shortest Dependency Paths using Graph Convolutional Networks0
Normalized and Geometry-Aware Self-Attention Network for Image Captioning0
Beheshti-NER: Persian Named Entity Recognition Using BERTCode1
TRANS-BLSTM: Transformer with Bidirectional LSTM for Language Understanding0
RSVQA: Visual Question Answering for Remote Sensing Data0
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAICode1
Counterfactual Samples Synthesizing for Robust Visual Question AnsweringCode1
Review-guided Helpful Answer Identification in E-commerceCode0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning0
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
MQA: Answering the Question via Robotic ManipulationCode0
PathVQA: 30000+ Questions for Medical Visual Question AnsweringCode1
Knowledge Graphs and Knowledge Networks: The Story in Brief0
Practical Annotation Strategies for Question Answering Datasets0
Noise Estimation Using Density Estimation for Self-Supervised Multimodal LearningCode0
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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