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 5151–5175 of 10817 papers

TitleStatusHype
Large Language Models are Null-Shot Learners—0
Automatic Keyword Extraction on Twitter—0
K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering—0
KALA: Knowledge-Augmented Language Model Adaptation—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
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
Improving Generated and Retrieved Knowledge Combination Through Zero-shot Generation—0
KaPQA: Knowledge-Augmented Product Question-Answering—0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
Attention-Based Methods For Audio Question Answering—0
Large Language Model Programs—0
Improving Generalization of Pre-trained Language Models via Stochastic Weight Averaging—0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization—0
Detecting Ongoing Events Using Contextual Word and Sentence Embeddings—0
Attention-Based Convolutional Neural Network for Machine Comprehension—0
Accurate Unbounded Dependency Recovery using Generalized Categorial Grammars—0
Large Language Models for Multi-Choice Question Classification of Medical Subjects—0
Large Scale Generative Multimodal Attribute Extraction for E-commerce Attributes—0
K-Edit: Language Model Editing with Contextual Knowledge Awareness—0
Keeping the Questions Conversational: Using Structured Representations to Resolve Dependency in Conversational Question Answering—0
LAVIS: A Library for Language-Vision Intelligence—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