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 4476–4500 of 10817 papers

TitleStatusHype
In-Context Learning with Topological Information for Knowledge Graph Completion—0
Deep Learning in Semantic Kernel Spaces—0
Deep Learning in Event Detection in Polish—0
AviationGPT: A Large Language Model for the Aviation Domain—0
Deep learning evaluation using deep linguistic processing—0
An Empirical Study on the Generalization Power of Neural Representations Learned via Visual Guessing Games—0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling—0
Deep Learning Approaches for Improving Question Answering Systems in Hepatocellular Carcinoma Research—0
AVATAR: Robust Voice Search Engine Leveraging Autoregressive Document Retrieval and Contrastive Learning—0
Deep Learning applications for COVID-19—0
Deep Learning and Continuous Representations for Natural Language Processing—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
Deep Fusion LSTMs for Text Semantic Matching—0
Deep Feature Fusion Network for Answer Quality Prediction in Community Question Answering—0
AVA: an Automatic eValuation Approach to Question Answering Systems—0
Deep Exemplar Networks for VQA and VQG—0
AVA: an Automatic eValuation Approach for Question Answering Systems—0
2nd Place Solution to the GQA Challenge 2019—0
Incorporating External Knowledge into Machine Reading for Generative Question Answering—0
Incorporating Selectional Preferences in Multi-hop Relation Extraction—0
INDIC QA BENCHMARK: A Multilingual Benchmark to Evaluate Question Answering capability of LLMs for Indic Languages—0
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets—0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions—0
Deep Contextualized Biomedical Abbreviation Expansion—0
Show:102550
← PrevPage 180 of 433Next →
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