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 8526–8550 of 10817 papers

TitleStatusHype
Knowledge Base Index Compression via Dimensionality and Precision Reduction—0
Knowledge Base Inference using Bridging Entities—0
Knowledge Base Question Answering: A Semantic Parsing Perspective—0
Knowledge Base Question Answering through Recursive Hypergraphs—0
Knowledge Base Relation Detection via Multi-View Matching—0
KnowledgeCheckR: Intelligent Techniques for Counteracting Forgetting—0
Knowledge Completion for Generics using Guided Tensor Factorization—0
Knowledge Condensation and Reasoning for Knowledge-based VQA—0
Knowledge Detection by Relevant Question and Image Attributes in Visual Question Answering—0
Knowledge Distillation for Improved Accuracy in Spoken Question Answering—0
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom—0
Knowledge-driven Natural Language Understanding of English Text and its Applications—0
Knowledge-enhanced Agents for Interactive Text Games—0
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems—0
Knowledge Enhanced Hybrid Neural Network for Text Matching—0
Knowledge-enhanced Iterative Instruction Generation and Reasoning for Knowledge Base Question Answering—0
Knowledge-Enhanced Named Entity Disambiguation for Short Text—0
Knowledge Extraction and Joint Inference Using Tractable Markov Logic—0
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering—0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries—0
Knowledge Graph Curation: A Practical Framework—0
Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domain—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Knowledge Graph Papers @ ICLR 2021—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