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 4901–4950 of 10817 papers

TitleStatusHype
Knowledge-Aware Diverse Reranking for Cross-Source Question Answering—0
Instruction-Guided Scene Text Recognition—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs—0
Coupling Knowledge-Based and Data-Driven Systems for Named Entity Recognition—0
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining—0
Insurance Question Answering via Single-turn Dialogue Modeling—0
Integer Linear Programming formulations in Natural Language Processing—0
Integrating Cognitive AI with Generative Models for Enhanced Question Answering in Skill-based Learning—0
Integrating Deep Linguistic Features in Factuality Prediction over Unified Datasets—0
Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs—0
Integrating Hierarchical Semantic into Iterative Generation Model for Entailment Tree Explanation—0
An approach based on Open Research Knowledge Graph for Knowledge Acquisition from scientific papers—0
Integrating Knowledge and Reasoning in Image Understanding—0
Improving Question Classification by Feature Extraction and Selection—0
Integrating Location, Visibility, and Question-Answering in a Spoken Dialogue System for Pedestrian City Exploration—0
Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation—0
Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent—0
AttentionMeSH: Simple, Effective and Interpretable Automatic MeSH Indexer—0
A Diffusion-based Method for Multi-turn Compositional Image Generation—0
Improving Question Answering with Generation of NQ-like Questions—0
Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach—0
Attention Mechanism based Cognition-level Scene Understanding—0
Integrating Subgraph-aware Relation and DirectionReasoning for Question Answering—0
Integrating Subject, Type, and Property Identification for Simple Question Answering over Knowledge Base—0
Integrating Vision and Language Datasets to Measure Word Concreteness—0
PolQA: Polish Question Answering Dataset—0
Large Language Models Can Better Understand Knowledge Graphs Than We Thought—0
Analyzing Patient Records to Establish If and When a Patient Suffered from a Medical Condition—0
Knowledge Acquisition for Visual Question Answering via Iterative Querying—0
Intent Recognition in Conversational Recommender Systems—0
Knowledge-Aided Open-Domain Question Answering—0
Interactive Attention AI to translate low light photos to captions for night scene understanding in women safety—0
Biomedical Evidence Generation Engine—0
Improving Question Answering over Knowledge Graphs Using Graph Summarization—0
Attention is Not Always What You Need: Towards Efficient Classification of Domain-Specific Text—0
InteractiveIE: Towards Assessing the Strength of Human-AI Collaboration in Improving the Performance of Information Extraction—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation—0
Improving Question Answering by Commonsense-Based Pre-Training—0
Counterfactual Vision-and-Language Navigation: Unravelling the Unseen—0
Knowing Where to Look? Analysis on Attention of Visual Question Answering System—0
Improving Query Graph Generation for Complex Question Answering over Knowledge Base—0
Interactive Mongolian Question Answer Matching Model Based on Attention Mechanism in the Law Domain—0
Interactive Natural Language Query Construction for Report Generation—0
Interactive-Predictive Machine Translation based on Syntactic Constraints of Prefix—0
Analyzing Mitigation Strategies for Catastrophic Forgetting in End-to-End Training of Spoken Language Models—0
Interactive Question Answering Systems: Literature Review—0
Improving QA Efficiency with DistilBERT: Fine-Tuning and Inference on mobile Intel CPUs—0
Counterfactual Vision and Language Learning—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