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

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Showing 8101–8150 of 10817 papers

TitleStatusHype
Internal and External Knowledge Interactive Refinement Framework for Knowledge-Intensive Question Answering—0
Cross-Modal Reasoning with Event Correlation for Video Question Answering—0
Intermediate Distillation: Data-Efficient Distillation from Black-Box LLMs for Information Retrieval—0
Interleaved Reasoning for Large Language Models via Reinforcement Learning—0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
Anatomy Might Be All You Need: Forecasting What to Do During Surgery—0
Interactive Visual Task Learning for Robots—0
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models—0
Refining Implicit Argument Annotation for UCCA—0
Interactive Question Answering Systems: Literature Review—0
Interactive-Predictive Machine Translation based on Syntactic Constraints of Prefix—0
Interactive Natural Language Query Construction for Report Generation—0
Interactive Mongolian Question Answer Matching Model Based on Attention Mechanism in the Law Domain—0
Cross-Modal Generative Augmentation for Visual Question Answering—0
Towards an Atlas of Cultural Commonsense for Machine Reasoning—0
A Unified Query-based Generative Model for Question Generation and Question Answering—0
Regularizing Attention Networks for Anomaly Detection in Visual Question Answering—0
Rehearsing Answers to Probable Questions with Perspective-Taking—0
InteractiveIE: Towards Assessing the Strength of Human-AI Collaboration in Improving the Performance of Information Extraction—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Interactive-Chain-Prompting: Ambiguity Resolution for Crosslingual Conditional Generation with Interaction—0
Cross-Lingual Transfer Learning for Question Answering—0
An ASP Methodology for Understanding Narratives about Stereotypical Activities—0
Biomedical Evidence Generation Engine—0
Reinforced Question Rewriting for Conversational Question Answering—0
Interactive Attention AI to translate low light photos to captions for night scene understanding in women safety—0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data—0
Reinforcement Learning for Conversational Question Answering over Knowledge Graph—0
Intent Recognition in Conversational Recommender Systems—0
Reinforcement learning for question answering in programming domain using public community scoring as a human feedback—0
Cross-lingual Transfer for Automatic Question Generation by Learning Interrogative Structures in Target Languages—0
Reinforcement Learning of Question-Answering Dialogue Policies for Virtual Museum Guides—0
Reinforcement Learning of Two-Issue Negotiation Dialogue Policies—0
Intelligent information extraction based on artificial neural network—0
A Unified Framework for Multilingual and Code-Mixed Visual Question Answering—0
An ASP-based Approach to Answering Natural Language Questions for Texts—0
A Divide-And-Conquer Approach for Multi-label Multi-hop Relation Detection in Knowledge Base Question Answering—0
Reka Core, Flash, and Edge: A Series of Powerful Multimodal Language Models—0
Relational Graph Convolutional Neural Networks for Multihop Reasoning: A Comparative Study—0
Relational Graph Representation Learning for Open-Domain Question Answering—0
RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation—0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure—0
AC/DC: LLM-based Audio Comprehension via Dialogue Continuation—0
Integrating Vision and Language Datasets to Measure Word Concreteness—0
Integrating Subject, Type, and Property Identification for Simple Question Answering over Knowledge Base—0
Cross-lingual Short-text Matching with Deep Learning—0
Integrating Subgraph-aware Relation and DirectionReasoning for Question Answering—0
Integrating SPARQL and LLMs for Question Answering over Scholarly Data Sources—0
Cross-Lingual Question Answering Using Common Semantic Space—0
Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified