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 8376–8400 of 10817 papers

TitleStatusHype
Attention-guided Generative Models for Extractive Question Answering—0
A Diachronic Corpus for Romanian (RoDia)—0
Improving Lexical Embeddings for Robust Question Answering—0
Improving Legal Information Retrieval by Distributional Composition with Term Order Probabilities—0
CoTAR: Chain-of-Thought Attribution Reasoning with Multi-level Granularity—0
Improving Large-Scale Fact-Checking using Decomposable Attention Models and Lexical Tagging—0
Attention-based Pairwise Multi-Perspective Convolutional Neural Network for Answer Selection in Question Answering—0
Cost-efficient Knowledge-based Question Answering with Large Language Models—0
Improving Knowledge Base Construction from Robust Infobox Extraction—0
Cost-Adaptive Recourse Recommendation by Adaptive Preference Elicitation—0
Attention-based model for predicting question relatedness on Stack Overflow—0
Improving Implicit Discourse Relation Recognition Through Feature Set Optimization—0
Improving Implicit Discourse Relation Recognition with Discourse-specific Word Embeddings—0
Co-Stack Residual Affinity Networks with Multi-level Attention Refinement for Matching Text Sequences—0
Improving Generated and Retrieved Knowledge Combination Through Zero-shot Generation—0
Attention-Based Methods For Audio Question Answering—0
Improving Generalization of Pre-trained Language Models via Stochastic Weight Averaging—0
Detecting Ongoing Events Using Contextual Word and Sentence Embeddings—0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization—0
Attention-Based Convolutional Neural Network for Machine Comprehension—0
Analyzing Chain-of-Thought Prompting in Large Language Models via Gradient-based Feature Attributions—0
Accurate Unbounded Dependency Recovery using Generalized Categorial Grammars—0
LEANN: A Low-Storage Vector Index—0
BioRAG: A RAG-LLM Framework for Biological Question Reasoning—0
Improving Event Coreference Resolution by Modeling Correlations between Event Coreference Chains and Document Topic Structures—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