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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 10801–10817 of 10817 papers

TitleStatusHype
Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base—0
Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base—0
Uncertainty Distillation: Teaching Language Models to Express Semantic Confidence—0
Uncertainty Estimation of Large Language Models in Medical Question Answering—0
Uncertainty-Guided Self-Questioning and Answering for Video-Language Alignment—0
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models—0
Uncertainty Modeling for Machine Comprehension Systems using Efficient Bayesian Neural Networks—0
UNCLE: Uncertainty Expressions in Long-Form Generation—0
UnCommonSense: Informative Negative Knowledge about Everyday Concepts—0
Uncovering Bias in Large Vision-Language Models with Counterfactuals—0
Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals—0
Uncovering Code-Mixed Challenges: A Framework for Linguistically Driven Question Generation and Neural Based Question Answering—0
Uncovering Factor Level Preferences to Improve Human-Model Alignment—0
Uncovering Temporal Context for Video Question and Answering—0
Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning—0
Understanding and Improving Zero-shot Multi-hop Reasoning in Generative Question Answering—0
Understanding Attention for Vision-and-Language Tasks—0
Show:102550
← PrevPage 217 of 217Next →
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