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 6851–6875 of 10817 papers

TitleStatusHype
Neural Compositional Denotational Semantics for Question Answering—0
Neural Contextual Conversation Learning with Labeled Question-Answering Pairs—0
An End-to-End Framework for Cold Question Routing in Community Question Answering Services—0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation—0
Knowledge Retrieval Based on Generative AI—0
Neural Event Extraction from Movies Description—0
Delving Deep into Extractive Question Answering Data—0
Neural Joint Learning for Classifying Wikipedia Articles into Fine-grained Named Entity Types—0
Neural Knowledge Bank for Pretrained Transformers—0
AVSS: Layer Importance Evaluation in Large Language Models via Activation Variance-Sparsity Analysis—0
Knowledge Representation and Extraction at Scale—0
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules—0
Knowledge Pyramid: A Novel Hierarchical Reasoning Structure for Generalized Knowledge Augmentation and Inference—0
Neural Models for Key Phrase Extraction and Question Generation—0
Delusions of Large Language Models—0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs—0
An End-to-End Evaluation of Two Situated Dialog Systems—0
Knowledge Proxy Intervention for Deconfounded Video Question Answering—0
Knowledge Portability with Semantic Expansion of Ontology Labels—0
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph—0
DelucionQA: Detecting Hallucinations in Domain-specific Question Answering—0
Knowledge Models for Cancer Clinical Practice Guidelines : Construction, Management and Usage in Question Answering—0
Knowledge Informed Semantic Parsing for Conversational Question Answering—0
Neural Program Planner for Structured Predictions—0
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric 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