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 2051–2100 of 10817 papers

TitleStatusHype
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question AnsweringCode1
LRTA: A Transparent Neural-Symbolic Reasoning Framework with Modular Supervision for Visual Question AnsweringCode1
Conversational Question Answering over Passages by Leveraging Word Proximity NetworksCode1
A Dataset and Baselines for Visual Question Answering on ArtCode1
CREPE: Open-Domain Question Answering with False PresuppositionsCode1
LXMERT: Learning Cross-Modality Encoder Representations from TransformersCode1
Contrastive Video Question Answering via Video Graph TransformerCode1
Controllable Context Sensitivity and the Knob Behind ItCode1
LOREN: Logic-Regularized Reasoning for Interpretable Fact VerificationCode1
Contrastive Domain Adaptation for Question Answering using Limited Text CorporaCode1
Contrast and Classify: Training Robust VQA ModelsCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
Lost and Found: Overcoming Detector Failures in Online Multi-Object TrackingCode1
ContraDoc: Understanding Self-Contradictions in Documents with Large Language ModelsCode1
Look at the First Sentence: Position Bias in Question AnsweringCode1
LooGLE: Can Long-Context Language Models Understand Long Contexts?Code1
ControlLM: Crafting Diverse Personalities for Language ModelsCode1
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
LongT5: Efficient Text-To-Text Transformer for Long SequencesCode1
Look, Listen, and Answer: Overcoming Biases for Audio-Visual Question AnsweringCode1
LongHealth: A Question Answering Benchmark with Long Clinical DocumentsCode1
Combo of Thinking and Observing for Outside-Knowledge VQACode1
Contextualized Sparse Representations for Real-Time Open-Domain Question AnsweringCode1
Long Context vs. RAG for LLMs: An Evaluation and RevisitsCode1
LongAgent: Scaling Language Models to 128k Context through Multi-Agent CollaborationCode1
Contextual Word Representations: A Contextual IntroductionCode1
Context Awareness Gate For Retrieval Augmented GenerationCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMsCode1
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-TrainingCode1
LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log AnalysisCode1
Logic Embeddings for Complex Query AnsweringCode1
Location-aware Graph Convolutional Networks for Video Question AnsweringCode1
Consistency Regularization for Cross-Lingual Fine-TuningCode1
Location-Free Scene Graph GenerationCode1
Consistency-preserving Visual Question Answering in Medical ImagingCode1
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning StepsCode1
LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and LocatingCode1
Logic-Guided Data Augmentation and Regularization for Consistent Question AnsweringCode1
LM2: Large Memory ModelsCode1
ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of PneumothoraxCode1
Conformal Alignment: Knowing When to Trust Foundation Models with GuaranteesCode1
LMEye: An Interactive Perception Network for Large Language ModelsCode1
ConditionalQA: A Complex Reading Comprehension Dataset with Conditional AnswersCode1
Conformal Language ModelingCode1
LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMsCode1
Continuous Language Generative FlowCode1
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual ConceptsCode1
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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