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 2726–2750 of 10817 papers

TitleStatusHype
A Hybrid Learning Scheme for Chinese Word Embedding—0
Applying Deep Neural Network to Retrieve Relevant Civil Law Articles—0
Can Explanations Be Useful for Calibrating Black Box Models?—0
A Hybrid Dependency Parser for Bangla—0
Active Learning and Multi-label Classification for Ellipsis and Coreference Detection in Conversational Question-Answering—0
Can Edge Probing Tests Reveal Linguistic Knowledge in QA Models?—0
Can Edge Probing Tasks Reveal Linguistic Knowledge in QA Models?—0
A New Quantum CNN Model for Image Classification—0
Can DeepSeek Reason Like a Surgeon? An Empirical Evaluation for Vision-Language Understanding in Robotic-Assisted Surgery—0
Can Common VLMs Rival Medical VLMs? Evaluation and Strategic Insights—0
Application of Multimodal Large Language Models in Autonomous Driving—0
A Hybrid Approach using Ontology Similarity and Fuzzy Logic for Semantic Question Answering—0
Abduction of Domain Relationships from Data for VQA—0
EIAD: Explainable Industrial Anomaly Detection Via Multi-Modal Large Language Models—0
Can Code-Switched Texts Activate a Knowledge Switch in LLMs? A Case Study on English-Korean Code-Switching—0
Can CLIP Count Stars? An Empirical Study on Quantity Bias in CLIP—0
Can Click Patterns across User's Query Logs Predict Answers to Definition Questions?—0
A Pipeline Japanese Entity Linking System with Embedding Features—0
A Hybrid Approach Towards Two Stage Bengali Question Classification Utilizing Smart Data Balancing Technique—0
Can bidirectional encoder become the ultimate winner for downstream applications of foundation models?—0
A Hybrid Approach to Features Representation for Fine-grained Arabic Named Entity Recognition—0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives—0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
A Picture May Be Worth a Hundred Words for Visual Question Answering—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