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 2801–2825 of 10817 papers

TitleStatusHype
A Bayesian Model of Diachronic Meaning Change—0
But What Do We Actually Know?—0
BURT: BERT-inspired Universal Representation from Learning Meaningful Segment—0
An Unsupervised Model with Attention Autoencoders for Question Retrieval—0
bunji at SemEval-2017 Task 3: Combination of Neural Similarity Features and Comment Plausibility Features—0
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks—0
A Numerical Reasoning Question Answering System with Fine-grained Retriever and the Ensemble of Multiple Generators for FinQA—0
A Heuristically Modified FP-Tree for Ontology Learning with Applications in Education—0
Building the Intent Landscape of Real-World Conversational Corpora with Extractive Question-Answering Transformers—0
Building Safe and Reliable AI systems for Safety Critical Tasks with Vision-Language Processing—0
ANU-CSIRO at MEDIQA 2019: Question Answering Using Deep Contextual Knowledge—0
Building Privacy-Preserving and Secure Geospatial Artificial Intelligence Foundation Models—0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight—0
Deep Human Answer Understanding for Natural Reverse QA—0
A Heterogeneous Graph with Factual, Temporal and Logical Knowledge for Question Answering Over Dynamic Contexts—0
Action Languages and Question Answering—0
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs—0
Building Extractive Question Answering System to Support Human-AI Health Coaching Model for Sleep Domain—0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles—0
A guide to the dataset explosion in QA, NLI, and commonsense reasoning—0
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension—0
AntiGrounding: Lifting Robotic Actions into VLM Representation Space for Decision Making—0
Action based Network for Conversation Question Reformulation—0
Building Discourse Parser for Thirukkural—0
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser—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