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 7001–7025 of 10817 papers

TitleStatusHype
Object-Centric Temporal Consistency via Conditional Autoregressive Inductive Biases—0
Occam's Gates—0
OccLLaMA: An Occupancy-Language-Action Generative World Model for Autonomous Driving—0
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom—0
Knowledge Distillation for Improved Accuracy in Spoken Question Answering—0
Knowledge Detection by Relevant Question and Image Attributes in Visual Question Answering—0
Deep learning evaluation using deep linguistic processing—0
OG-RAG: Ontology-Grounded Retrieval-Augmented Generation For Large Language Models—0
AviationGPT: A Large Language Model for the Aviation Domain—0
oIQa: An Opinion Influence Oriented Question Answering Framework with Applications to Marketing Domain—0
An Empirical Study on the Generalization Power of Neural Representations Learned via Visual Guessing Games—0
Knowledge Condensation and Reasoning for Knowledge-based VQA—0
Olelo: A Question Answering Application for Biomedicine—0
OMCAT: Omni Context Aware Transformer—0
Knowledge Completion for Generics using Guided Tensor Factorization—0
KnowledgeCheckR: Intelligent Techniques for Counteracting Forgetting—0
Deep Learning Approaches for Improving Question Answering Systems in Hepatocellular Carcinoma Research—0
Knowledge Base Relation Detection via Multi-View Matching—0
Deep Learning applications for COVID-19—0
Knowledge Base Question Answering through Recursive Hypergraphs—0
Deep Learning and Continuous Representations for Natural Language Processing—0
AVATAR: Robust Voice Search Engine Leveraging Autoregressive Document Retrieval and Contrastive Learning—0
Knowledge Base Question Answering: A Semantic Parsing Perspective—0
Omni-R1: Do You Really Need Audio to Fine-Tune Your Audio LLM?—0
Deep Fusion LSTMs for Text Semantic Matching—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