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 751–800 of 10817 papers

TitleStatusHype
AuditWen:An Open-Source Large Language Model for AuditCode1
ActiView: Evaluating Active Perception Ability for Multimodal Large Language ModelsCode1
ZEBRA: Zero-Shot Example-Based Retrieval Augmentation for Commonsense Question AnsweringCode1
MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM IntegrationCode1
MA-RLHF: Reinforcement Learning from Human Feedback with Macro ActionsCode1
FastAdaSP: Multitask-Adapted Efficient Inference for Large Speech Language ModelCode1
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question AnsweringCode1
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense ReasoningCode1
Empowering Large Language Model for Continual Video Question Answering with Collaborative PromptingCode1
VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMsCode1
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question AnsweringCode1
T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness RecognitionCode1
Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoECode1
Exploring Hint Generation Approaches in Open-Domain Question AnsweringCode1
Boosting Healthcare LLMs Through Retrieved ContextCode1
MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation modelsCode1
Scene-Text Grounding for Text-Based Video Question AnsweringCode1
ShizishanGPT: An Agricultural Large Language Model Integrating Tools and ResourcesCode1
Language Models Learn to Mislead Humans via RLHFCode1
Evaluating Image Hallucination in Text-to-Image Generation with Question-AnsweringCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMsCode1
Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator AgentCode1
L3Cube-IndicQuest: A Benchmark Question Answering Dataset for Evaluating Knowledge of LLMs in Indic ContextCode1
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric KnowledgeCode1
LIME: Less Is More for MLLM EvaluationCode1
GroUSE: A Benchmark to Evaluate Evaluators in Grounded Question AnsweringCode1
RIRAG: Regulatory Information Retrieval and Answer GenerationCode1
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best PracticesCode1
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and AugmentationCode1
VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution ReasoningCode1
Grounded Multi-Hop VideoQA in Long-Form Egocentric VideosCode1
RoundTable: Leveraging Dynamic Schema and Contextual Autocomplete for Enhanced Query Precision in Tabular Question AnsweringCode1
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP StandardsCode1
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question AnsweringCode1
V-RoAst: Visual Road Assessment. Can VLM be a Road Safety Assessor Using the iRAP Standard?Code1
Visual Agents as Fast and Slow ThinkersCode1
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question AnsweringCode1
FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence SelectionCode1
Surgical-VQLA++: Adversarial Contrastive Learning for Calibrated Robust Visual Question-Localized Answering in Robotic SurgeryCode1
Citekit: A Modular Toolkit for Large Language Model Citation GenerationCode1
DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language ModelsCode1
DebateQA: Evaluating Question Answering on Debatable KnowledgeCode1
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge GraphsCode1
Learning Video Context as Interleaved Multimodal SequencesCode1
Boosting Audio Visual Question Answering via Key Semantic-Aware CuesCode1
DyGKT: Dynamic Graph Learning for Knowledge TracingCode1
Enhancing LLM's Cognition via StructurizationCode1
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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