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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2276–2300 of 10817 papers

TitleStatusHype
Semantic similarity estimation for domain specific data using BERT and other techniques—0
Mental Health Equity in LLMs: Leveraging Multi-Hop Question Answering to Detect Amplified and Silenced Perspectives—0
GEMeX-ThinkVG: Towards Thinking with Visual Grounding in Medical VQA via Reinforcement Learning—0
Scene-R1: Video-Grounded Large Language Models for 3D Scene Reasoning without 3D Annotations—0
General-Purpose Robotic Navigation via LVLM-Orchestrated Perception, Reasoning, and Acting—0
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-MakingCode0
Can Common VLMs Rival Medical VLMs? Evaluation and Strategic Insights—0
How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering?—0
From RAG to Agentic: Validating Islamic-Medicine Responses with LLM Agents—0
MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering—0
WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts—0
Adapting Lightweight Vision Language Models for Radiological Visual Question AnsweringCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
Re-Initialization Token Learning for Tool-Augmented Large Language ModelsCode0
Enhancing Omics Cohort Discovery for Research on Neurodegeneration through Ontology-Augmented Embedding ModelsCode0
CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making—0
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document RetrievalCode0
AntiGrounding: Lifting Robotic Actions into VLM Representation Space for Decision Making—0
Training-free LLM Merging for Multi-task LearningCode0
MTabVQA: Evaluating Multi-Tabular Reasoning of Language Models in Visual Space—0
Instruction Tuning and CoT Prompting for Contextual Medical QA with LLMs—0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions—0
Benchmarking Multimodal LLMs on Recognition and Understanding over Chemical Tables—0
EQA-RM: A Generative Embodied Reward Model with Test-time ScalingCode0
Can We Infer Confidential Properties of Training Data from LLMs?—0
Show:102550
← PrevPage 92 of 433Next →
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