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 6801–6825 of 10817 papers

TitleStatusHype
Korean TimeBank Including Relative Temporal Information—0
A Zero-Shot Claim Detection Framework Using Question Answering—0
An English-Portuguese parallel corpus of questions: translation guidelines and application in SMT—0
A Compare-Aggregate Model with Latent Clustering for Answer Selection—0
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges—0
Natural language processing for word sense disambiguation and information extraction—0
Kongzi: A Historical Large Language Model with Fact Enhancement—0
KoGNER: A Novel Framework for Knowledge Graph Distillation on Biomedical Named Entity Recognition—0
A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks—0
KodeXv0.1: A Family of State-of-the-Art Financial Large Language Models—0
KoBigBird-large: Transformation of Transformer for Korean Language Understanding—0
Natural Language Question Answering and Analytics for Diverse and Interlinked Datasets—0
Dense but Efficient VideoQA for Intricate Compositional Reasoning—0
Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey—0
KoBBQ: Korean Bias Benchmark for Question Answering—0
Koala: Key frame-conditioned long video-LLM—0
Axiomatic Preference Modeling for Longform Question Answering—0
Natural Questions in Icelandic—0
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge—0
Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges—0
AWS CORD-19 Search: A Neural Search Engine for COVID-19 Literature—0
Knowledge Transfer from Answer Ranking to Answer Generation—0
Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering—0
Navigating Uncertainty: Optimizing API Dependency for Hallucination Reduction in Closed-Book Question Answering—0
Knowledge Sharing via Social Login: Exploiting Microblogging Service for Warming up Social Question Answering Websites—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