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 2701–2725 of 10817 papers

TitleStatusHype
A Practical Entity Linking System for Tables in Scientific Literature—0
Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words?—0
A Practical 2-step Approach to Assist Enterprise Question-Answering Live Chat—0
Who Taught You That? Tracing Teachers in Model Distillation—0
Efficient Search for Transformation-based Inference—0
EIGEN: Event Influence GENeration using Pre-trained Language Models—0
Can Language Representation Models Think in Bets?—0
Applying Universal Schemas for Domain Specific Ontology Expansion—0
Can Language Models Enable In-Context Database?—0
AI2D-RST: A multimodal corpus of 1000 primary school science diagrams—0
Active Learning Over Multiple Domains in Natural Language Tasks—0
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering—0
Applying Random Indexing to Structured Data to Find Contextually Similar Words—0
Can GPT Improve the State of Prior Authorization via Guideline Based Automated Question Answering?—0
Applying Multilingual Models to Question Answering (QA)—0
A Hybrid Learning Scheme for Chinese Word Embedding—0
Efficient Multi-modal Large Language Models via Visual Token Grouping—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
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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