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 76–100 of 10817 papers

TitleStatusHype
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models—0
VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos—0
Can We Infer Confidential Properties of Training Data from LLMs?—0
Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering—0
Different Questions, Different Models: Fine-Grained Evaluation of Uncertainty and Calibration in Clinical QA with LLMs—0
AC/DC: LLM-based Audio Comprehension via Dialogue Continuation—0
TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document ReasoningCode2
Med-REFL: Medical Reasoning Enhancement via Self-Corrected Fine-grained ReflectionCode0
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical ReasoningCode2
CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation—0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning—0
OmniDRCA: Parallel Speech-Text Foundation Model via Dual-Resolution Speech Representations and Contrastive AlignmentCode0
CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video ModelsCode2
Kvasir-VQA-x1: A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal EndoscopyCode0
Outside Knowledge Conversational Video (OKCV) Dataset -- Dialoguing over VideosCode0
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and PlanningCode7
Bridging the Gap Between Open-Source and Proprietary LLMs in Table QACode0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
VersaVid-R1: A Versatile Video Understanding and Reasoning Model from Question Answering to Captioning Tasks—0
An Open-Source Software Toolkit & Benchmark Suite for the Evaluation and Adaptation of Multimodal Action Models—0
FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model EvaluationCode2
Improved LLM Agents for Financial Document Question Answering—0
PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly—0
Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive-k—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