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

Showing 98019850 of 10817 papers

TitleStatusHype
Extending Compositional Attention Networks for Social Reasoning in VideosCode0
Question Directed Graph Attention Network for Numerical Reasoning over TextCode0
An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A PlatformsCode0
A Question-Entailment Approach to Question AnsweringCode0
COLD: Causal reasOning in cLosed Daily activitiesCode0
ColBERT Retrieval and Ensemble Response Scoring for Language Model Question AnsweringCode0
Near-Negative Distinction: Giving a Second Life to Human Evaluation DatasetsCode0
Learning to Represent Bilingual DictionariesCode0
Exploring the zero-shot limit of FewRelCode0
Exploring The Visual Feature Space for Multimodal Neural DecodingCode0
Learning to Search in Long Documents Using Document StructureCode0
Learning to Select from Multiple OptionsCode0
Pragmatic Issue-Sensitive Image CaptioningCode0
Question Embeddings Based on Shannon Entropy: Solving intent classification task in goal-oriented dialogue systemCode0
Cognitive Weave: Synthesizing Abstracted Knowledge with a Spatio-Temporal Resonance GraphCode0
Learning to Skim TextCode0
Negated and Misprimed Probes for Pretrained Language Models: Birds Can Talk, But Cannot FlyCode0
Negation in Cognitive ReasoningCode0
Reinforced Dynamic Reasoning for Conversational Question GenerationCode0
Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking InsightsCode0
Question Generation by TransformersCode0
SemEval-2019 Task 8: Fact Checking in Community Question Answering ForumsCode0
NeoQA: Evidence-based Question Answering with Generated News EventsCode0
Cognitive Visual Commonsense Reasoning Using Dynamic Working MemoryCode0
Reinforced Mnemonic Reader for Machine Reading ComprehensionCode0
ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question AnsweringCode0
Exploring the Readiness of Prominent Small Language Models for the Democratization of Financial LiteracyCode0
Specification and Evaluation of Multi-Agent LLM Systems -- Prototype and Cybersecurity ApplicationsCode0
A Question-Centric Model for Visual Question Answering in Medical ImagingCode0
Learning Visual Question Answering by Bootstrapping Hard AttentionCode0
Learning What is Essential in QuestionsCode0
Neural Arabic Question AnsweringCode0
A Mutual Information Maximization Approach for the Spurious Solution Problem in Weakly Supervised Question AnsweringCode0
HumaniBench: A Human-Centric Framework for Large Multimodal Models EvaluationCode0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
Question-Instructed Visual Descriptions for Zero-Shot Video Question AnsweringCode0
Cognitive Graph for Multi-Hop Reading Comprehension at ScaleCode0
Exploring the Effect of Primitives for Compositional Generalization in Vision-and-LanguageCode0
Safeguarding Data in Multimodal AI: A Differentially Private Approach to CLIP TrainingCode0
KnowledgePrompts: Exploring the Abilities of Large Language Models to Solve Proportional Analogies via Knowledge-Enhanced PromptingCode0
Question Answering as an Automatic Evaluation Metric for News Article SummarizationCode0
Exploring Temporal Concurrency for Video-Language Representation LearningCode0
Robust Question Answering against Distribution Shifts with Test-Time Adaptation: An Empirical StudyCode0
Exploring Neural Language Models via Analysis of Local and Global Self-Attention SpacesCode0
Neural Domain Adaptation for Biomedical Question AnsweringCode0
Neural Duplicate Question Detection without Labeled Training DataCode0
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question AnsweringCode0
AutoBench-V: Can Large Vision-Language Models Benchmark Themselves?Code0
A Unified Syntax-aware Framework for Semantic Role LabelingCode0
Exploring Modulated Detection Transformer as a Tool for Action Recognition in VideosCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified