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 22012250 of 10817 papers

TitleStatusHype
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning StrategiesCode1
Multimodal fusion of imaging and genomics for lung cancer recurrence predictionCode1
Multimodality Representation Learning: A Survey on Evolution, Pretraining and Its ApplicationsCode1
Consistency-preserving Visual Question Answering in Medical ImagingCode1
Consistency Regularization for Cross-Lingual Fine-TuningCode1
MDETR -- Modulated Detection for End-to-End Multi-Modal UnderstandingCode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
Contextualized Sparse Representations for Real-Time Open-Domain Question AnsweringCode1
Learning Video Context as Interleaved Multimodal SequencesCode1
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
Discovering Spatio-Temporal Rationales for Video Question AnsweringCode1
ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of PneumothoraxCode1
Multi-Relational Embedding for Knowledge Graph Representation and AnalysisCode1
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning StepsCode1
Disentangling 3D Prototypical Networks For Few-Shot Concept LearningCode1
MultiSpanQA: A Dataset for Multi-Span Question AnsweringCode1
DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question AnsweringCode1
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMsCode1
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence AnnotationCode1
Distilled Dual-Encoder Model for Vision-Language UnderstandingCode1
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
Contrast and Classify: Training Robust VQA ModelsCode1
Does Vision-and-Language Pretraining Improve Lexical Grounding?Code1
A Survey of Medical Vision-and-Language Applications and Their TechniquesCode1
Diversify Question Generation with Retrieval-Augmented Style TransferCode1
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-TrainingCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
Natural Language Embedded Programs for Hybrid Language Symbolic ReasoningCode1
Code-Style In-Context Learning for Knowledge-Based Question AnsweringCode1
DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceCode1
Hierarchical multimodal transformers for Multi-Page DocVQACode1
MedChatZH: a Better Medical Adviser Learns from Better InstructionsCode1
MemeCap: A Dataset for Captioning and Interpreting MemesCode1
DocVQA: A Dataset for VQA on Document ImagesCode1
Mitigating Hallucinations in Vision-Language Models through Image-Guided Head SuppressionCode1
OpenBias: Open-set Bias Detection in Text-to-Image Generative ModelsCode1
Q&A Prompts: Discovering Rich Visual Clues through Mining Question-Answer Prompts for VQA requiring Diverse World KnowledgeCode1
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric ModelsCode1
Ask Me Anything: Dynamic Memory Networks for Natural Language ProcessingCode0
MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical ReasoningCode0
CODAH: An Adversarially-Authored Question Answering Dataset for Common SenseCode0
Matching Article Pairs with Graphical Decomposition and ConvolutionsCode0
MatchZoo: A Learning, Practicing, and Developing System for Neural Text MatchingCode0
Alloprof: a new French question-answer education dataset and its use in an information retrieval case studyCode0
MatchZoo: A Toolkit for Deep Text MatchingCode0
Co-attending Regions and Detections with Multi-modal Multiplicative Embedding for VQACode0
Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation LearningCode0
Marten: Visual Question Answering with Mask Generation for Multi-modal Document UnderstandingCode0
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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