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 101–150 of 10817 papers

TitleStatusHype
WIP: Large Language Model-Enhanced Smart Tutor for Undergraduate Circuit Analysis—0
mSTEB: Massively Multilingual Evaluation of LLMs on Speech and Text Tasks—0
Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue ReasoningCode0
MEMOIR: Lifelong Model Editing with Minimal Overwrite and Informed Retention for LLMs—0
Aligning Text, Images, and 3D Structure Token-by-Token—0
HAIBU-ReMUD: Reasoning Multimodal Ultrasound Dataset and Model Bridging to General Specific DomainsCode0
Federated In-Context Learning: Iterative Refinement for Improved Answer Quality—0
Cognitive Weave: Synthesizing Abstracted Knowledge with a Spatio-Temporal Resonance GraphCode0
ReCogDrive: A Reinforced Cognitive Framework for End-to-End Autonomous Driving—0
LEANN: A Low-Storage Vector Index—0
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning—0
Learning to Clarify by Reinforcement Learning Through Reward-Weighted Fine-Tuning—0
Multi-Step Visual Reasoning with Visual Tokens Scaling and VerificationCode1
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning—0
The State-of-the-Art in Lifelog Retrieval: A Review of Progress at the ACM Lifelog Search Challenge Workshop 2022-24—0
Meta-Adaptive Prompt Distillation for Few-Shot Visual Question Answering—0
MAPLE: Multi-Agent Adaptive Planning with Long-Term Memory for Table Reasoning—0
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions—0
Towards Efficient Multi-LLM Inference: Characterization and Analysis of LLM Routing and Hierarchical Techniques—0
DynamicMind: A Tri-Mode Thinking System for Large Language Models—0
TextVidBench: A Benchmark for Long Video Scene Text Understanding—0
Does Your 3D Encoder Really Work? When Pretrain-SFT from 2D VLMs Meets 3D VLMs—0
Ontology-based knowledge representation for bone disease diagnosis: a foundation for safe and sustainable medical artificial intelligence systems—0
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-ReasoningCode0
Multiple-Choice Question Generation Using Large Language Models: Methodology and Educator Insights—0
Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance—0
Towards Efficient Speech-Text Jointly Decoding within One Speech Language Model—0
ReXVQA: A Large-scale Visual Question Answering Benchmark for Generalist Chest X-ray Understanding—0
A Multi-Agent Framework for Mitigating Dialect Biases in Privacy Policy Question-Answering Systems—0
OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning MitigationCode1
FailureSensorIQ: A Multi-Choice QA Dataset for Understanding Sensor Relationships and Failure ModesCode0
EgoVLM: Policy Optimization for Egocentric Video UnderstandingCode0
Hanfu-Bench: A Multimodal Benchmark on Cross-Temporal Cultural Understanding and Transcreation—0
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering—0
ExpertLongBench: Benchmarking Language Models on Expert-Level Long-Form Generation Tasks with Structured Checklists—0
Learning Sparsity for Effective and Efficient Music Performance Question Answering—0
Reasoning-Table: Exploring Reinforcement Learning for Table ReasoningCode2
Parameter Efficient Fine Tuning Llama 3.1 for Answering Arabic Legal Questions: A Case Study on Jordanian LawsCode0
anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding—0
Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering—0
Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language ModelsCode0
A Graph-Retrieval-Augmented Generation Framework Enhances Decision-Making in the Circular Economy—0
Probing the Geometry of Truth: Consistency and Generalization of Truth Directions in LLMs Across Logical Transformations and Question Answering TasksCode0
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal AgreementsCode1
MedOrch: Medical Diagnosis with Tool-Augmented Reasoning Agents for Flexible Extensibility—0
LaMP-QA: A Benchmark for Personalized Long-form Question Answering—0
ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases—0
VUDG: A Dataset for Video Understanding Domain Generalization—0
Pangu DeepDiver: Adaptive Search Intensity Scaling via Open-Web Reinforcement 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