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 2751–2800 of 10817 papers

TitleStatusHype
Self-ReS: Self-Reflection in Large Vision-Language Models for Long Video Understanding—0
A Survey of Multimodal Retrieval-Augmented Generation—0
Feature4X: Bridging Any Monocular Video to 4D Agentic AI with Versatile Gaussian Feature Fields—0
VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic ReconstructionCode0
Can Vision-Language Models Answer Face to Face Questions in the Real-World?—0
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts—0
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation—0
VectorFit : Adaptive Singular & Bias Vector Fine-Tuning of Pre-trained Foundation Models—0
BiblioPage: A Dataset of Scanned Title Pages for Bibliographic Metadata ExtractionCode0
DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models—0
Improved Alignment of Modalities in Large Vision Language Models—0
KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models—0
ImF: Implicit Fingerprint for Large Language Models—0
Context-Efficient Retrieval with Factual Decomposition—0
LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?—0
Open-Vocabulary Functional 3D Scene Graphs for Real-World Indoor Spaces—0
DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels—0
Synthetic Function Demonstrations Improve Generation in Low-Resource Programming Languages—0
Where is this coming from? Making groundedness count in the evaluation of Document VQA models—0
MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering—0
A Survey of Large Language Model Agents for Question Answering—0
When is dataset cartography ineffective? Using training dynamics does not improve robustness against Adversarial SQuAD—0
Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models—0
SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA—0
SLIDE: Sliding Localized Information for Document Extraction—0
Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering—0
Progressive Prompt Detailing for Improved Alignment in Text-to-Image Generative ModelsCode0
Relation Extraction with Instance-Adapted Predicate DescriptionsCode0
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object UnderstandingCode0
Does Chain-of-Thought Reasoning Help Mobile GUI Agent? An Empirical StudyCode0
MARS: A Multi-Agent Framework Incorporating Socratic Guidance for Automated Prompt Optimization—0
Dense Passage Retrieval in Conversational SearchCode0
A Study into Investigating Temporal Robustness of LLMs—0
PVChat: Personalized Video Chat with One-Shot Learning—0
Typed-RAG: Type-aware Multi-Aspect Decomposition for Non-Factoid Question AnsweringCode0
ECKGBench: Benchmarking Large Language Models in E-commerce Leveraging Knowledge Graph—0
Bridging Technology and Humanities: Evaluating the Impact of Large Language Models on Social Sciences Research with DeepSeek-R1—0
Big Help or Big Brother? Auditing Tracking, Profiling, and Personalization in Generative AI Assistants—0
A Vision Centric Remote Sensing Benchmark—0
DocVideoQA: Towards Comprehensive Understanding of Document-Centric Videos through Question Answering—0
AutoDrive-QA- Automated Generation of Multiple-Choice Questions for Autonomous Driving Datasets Using Large Vision-Language Models—0
GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions—0
MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering—0
UMIT: Unifying Medical Imaging Tasks via Vision-Language ModelsCode0
UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation—0
Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems—0
MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration—0
Solla: Towards a Speech-Oriented LLM That Hears Acoustic ContextCode0
EfficientLLaVA:Generalizable Auto-Pruning for Large Vision-language Models—0
TruthLens:A Training-Free Paradigm for DeepFake Detection—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