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 5251–5275 of 10817 papers

TitleStatusHype
Deep Feature Fusion Network for Answer Quality Prediction in Community Question Answering—0
Knowledge Base Inference using Bridging Entities—0
Knowledge Base Question Answering: A Semantic Parsing Perspective—0
Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization—0
Improving Clinical Diagnosis Inference through Integration of Structured and Unstructured Knowledge—0
Knowledge Base Question Answering through Recursive Hypergraphs—0
Deep Learning applications for COVID-19—0
Knowledge Base Relation Detection via Multi-View Matching—0
KnowledgeCheckR: Intelligent Techniques for Counteracting Forgetting—0
Knowledge Completion for Generics using Guided Tensor Factorization—0
Attention Alignment and Flexible Positional Embeddings Improve Transformer Length Extrapolation—0
Knowledge Condensation and Reasoning for Knowledge-based VQA—0
Learning Better Sentence Representation with Syntax Information—0
Learning by Hallucinating: Vision-Language Pre-training with Weak Supervision—0
Knowledge Distillation for Improved Accuracy in Spoken Question Answering—0
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom—0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames—0
Knowledge-driven Natural Language Understanding of English Text and its Applications—0
Improving Biomedical Information Retrieval with Neural Retrievers—0
CORN: Co-Reasoning Network for Commonsense Question Answering—0
Knowledge-enhanced Agents for Interactive Text Games—0
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems—0
Knowledge Enhanced Hybrid Neural Network for Text Matching—0
Knowledge-enhanced Iterative Instruction Generation and Reasoning for Knowledge Base Question Answering—0
Improving Automatic VQA Evaluation Using Large Language Models—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