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 4201–4225 of 10817 papers

TitleStatusHype
Aesthetic Visual Question Answering of Photographs—0
How to make qubits speak—0
Distributional Hypernym Generation by Jointly Learning Clusters and Projections—0
Is your benchmark truly adversarial? AdvScore: Evaluating Human-Grounded Adversarialness—0
Distributed Deep Learning for Question Answering—0
Benchmarking Table Comprehension In The Wild—0
A Comprehensive Study on Fine-Tuning Large Language Models for Medical Question Answering Using Classification Models and Comparative Analysis—0
Distraction-free Embeddings for Robust VQA—0
Benchmarking Retrieval-Augmented Large Language Models in Biomedical NLP: Application, Robustness, and Self-Awareness—0
Distinguish Before Answer: Generating Contrastive Explanation as Knowledge for Commonsense Question Answering—0
Distill-SynthKG: Distilling Knowledge Graph Synthesis Workflow for Improved Coverage and Efficiency—0
An Inference Approach To Question Answering Over Knowledge Graphs—0
Distilling Salient Reviews with Zero Labels—0
Distilling an End-to-End Voice Assistant Without Instruction Training Data—0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
An In-Context Schema Understanding Method for Knowledge Base Question Answering—0
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications—0
Distantly Supervised Transformers For E-Commerce Product QA—0
Comparison of Open-Source and Proprietary LLMs for Machine Reading Comprehension: A Practical Analysis for Industrial Applications—0
An Improved Traditional Chinese Evaluation Suite for Foundation Model—0
How to Make a BLT Sandwich? Learning to Reason towards Understanding Web Instructional Videos—0
How Transferable are Reasoning Patterns in VQA?—0
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?—0
Hypo3D: Exploring Hypothetical Reasoning in 3D—0
Image Manipulation via Multi-Hop Instructions -- A New Dataset and Weakly-Supervised Neuro-Symbolic Approach—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