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

Showing 1050110550 of 10817 papers

TitleStatusHype
Bilaterally Slimmable Transformer for Elastic and Efficient Visual Question AnsweringCode0
Technical Question Answering across Tasks and DomainsCode0
Scholarly Question Answering using Large Language Models in the NFDI4DataScience GatewayCode0
Towards Consistent Natural-Language Explanations via Explanation-Consistency FinetuningCode0
World to Code: Multi-modal Data Generation via Self-Instructed Compositional Captioning and FilteringCode0
TutorialVQA: Question Answering Dataset for Tutorial VideosCode0
VerAs: Verify then Assess STEM Lab ReportsCode0
Towards Automated Customer SupportCode0
TVQA+: Spatio-Temporal Grounding for Video Question AnsweringCode0
Science Checker: Extractive-Boolean Question Answering For Scientific Fact CheckingCode0
Towards a Unified Multimodal Reasoning FrameworkCode0
TweetNERD -- End to End Entity Linking Benchmark for TweetsCode0
Verbs in Action: Improving verb understanding in video-language modelsCode0
Team Trifecta at Factify5WQA: Setting the Standard in Fact Verification with Fine-TuningCode0
Teaching Smaller Language Models To Generalise To Unseen Compositional QuestionsCode0
VQS: Linking Segmentations to Questions and Answers for Supervised Attention in VQA and Question-Focused Semantic SegmentationCode0
SILT: Efficient transformer training for inter-lingual inferenceCode0
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language ModelsCode0
SMI: An Information-Theoretic Metric for Predicting Model Knowledge Solely from Pre-Training SignalsCode0
Scene Graph Prediction with Limited LabelsCode0
VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC VideosCode0
Teaching Probabilistic Logical Reasoning to TransformersCode0
VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic ReconstructionCode0
Towards a performance analysis on pre-trained Visual Question Answering models for autonomous drivingCode0
VGA: Vision GUI Assistant -- Minimizing Hallucinations through Image-Centric Fine-TuningCode0
SMASH at Qur’an QA 2022: Creating Better Faithful Data Splits for Low-resourced Question Answering ScenariosCode0
Typed-RAG: Type-aware Multi-Aspect Decomposition for Non-Factoid Question AnsweringCode0
VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media ReasoningCode0
VIBIKNet: Visual Bidirectional Kernelized Network for Visual Question AnsweringCode0
Which is the Effective Way for Gaokao: Information Retrieval or Neural Networks?Code0
Towards an AI-Driven Video-Based American Sign Language Dictionary: Exploring Design and Usage Experience with LearnersCode0
Towards Addressing the Misalignment of Object Proposal Evaluation for Vision-Language Tasks via Semantic GroundingCode0
ViCLEVR: A Visual Reasoning Dataset and Hybrid Multimodal Fusion Model for Visual Question Answering in VietnameseCode0
ViConsFormer: Constituting Meaningful Phrases of Scene Texts using Transformer-based Method in Vietnamese Text-based Visual Question AnsweringCode0
VidCtx: Context-aware Video Question Answering with Image ModelsCode0
TCC-Bench: Benchmarking the Traditional Chinese Culture Understanding Capabilities of MLLMsCode0
Towards Accurate and Reliable Energy Measurement of NLP ModelsCode0
Towards a Benchmark for Causal Business Process Reasoning with LLMsCode0
Taxonomy of Mathematical PlagiarismCode0
Task Transfer and Domain Adaptation for Zero-Shot Question AnsweringCode0
UFO: Unified Fact Obtaining for Commonsense Question AnsweringCode0
Task Formulation Matters When Learning Continually: A Case Study in Visual Question AnsweringCode0
Semantic Categorization of Social Knowledge for Commonsense Question AnsweringCode0
Task-Driven and Experience-Based Question Answering Corpus for In-Home Robot Application in the House3D Virtual EnvironmentCode0
Task-Agnostic Attacks Against Vision Foundation ModelsCode0
TASA: Deceiving Question Answering Models by Twin Answer Sentences AttackCode0
Target-Aware Spatio-Temporal Reasoning via Answering Questions in Dynamics Audio-Visual ScenariosCode0
TAPE: Assessing Few-shot Russian Language UnderstandingCode0
UIT-ViCoV19QA: A Dataset for COVID-19 Community-based Question Answering on Vietnamese LanguageCode0
Semantically Equivalent Adversarial Rules for Debugging NLP modelsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified