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 2851–2900 of 10817 papers

TitleStatusHype
DisGeM: Distractor Generation for Multiple Choice Questions with Span MaskingCode0
An Improved Attention for Visual Question AnsweringCode0
Leveraging Structured Information for Explainable Multi-hop Question Answering and ReasoningCode0
DLP-LoRA: Efficient Task-Specific LoRA Fusion with a Dynamic, Lightweight Plugin for Large Language ModelsCode0
Benchmarking Long-tail Generalization with Likelihood SplitsCode0
Learning to Perform Role-Filler Binding with Schematic KnowledgeCode0
BERTHop: An Effective Vision-and-Language Model for Chest X-ray Disease DiagnosisCode0
Benchmarking LLM-based Relevance Judgment MethodsCode0
Learning to Compose Neural Networks for Question AnsweringCode0
D-NET: A Pre-Training and Fine-Tuning Framework for Improving the Generalization of Machine Reading ComprehensionCode0
A Nil-Aware Answer Extraction Framework for Question AnsweringCode0
Discriminative Information Retrieval for Question Answering Sentence SelectionCode0
Discrete Subgraph Sampling for Interpretable Graph based Visual Question AnsweringCode0
Learning to Answer Biomedical Questions: OAQA at BioASQ 4BCode0
Discrete-State Variational Autoencoders for Joint Discovery and Factorization of RelationsCode0
Learning the meanings of function words from grounded language using a visual question answering modelCode0
Learning Semantic Textual Similarity from ConversationsCode0
Discovery and Recognition of Formula Concepts using Machine LearningCode0
Learning from Explanations with Neural Execution TreeCode0
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question AnsweringCode0
Learning Recurrent Span Representations for Extractive Question AnsweringCode0
Learning Relation Entailment with Structured and Textual InformationCode0
Learning Musical Representations for Music Performance Question AnsweringCode0
Learning Representation Mapping for Relation Detection in Knowledge Base Question AnsweringCode0
Learning from Lexical Perturbations for Consistent Visual Question AnsweringCode0
aNMM: Ranking Short Answer Texts with Attention-Based Neural Matching ModelCode0
Adversarial Training with OCR Modality Perturbation for Scene-Text Visual Question AnsweringCode0
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word ProblemCode0
Learning Intrinsic Sparse Structures within Long Short-Term MemoryCode0
Learning Representations of Sets through Optimized PermutationsCode0
Learning Distributed Representations of Texts and Entities from Knowledge BaseCode0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
Discourse Representation Structure ParsingCode0
Discourse Comprehension: A Question Answering Framework to Represent Sentence ConnectionsCode0
Learning content and context with language bias for Visual Question AnsweringCode0
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language ReasoningCode0
Learning Conditioned Graph Structures for Interpretable Visual Question AnsweringCode0
Learning to Deceive Knowledge Graph Augmented Models via Targeted PerturbationCode0
Learned in Translation: Contextualized Word VectorsCode0
Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-TuningCode0
Leap-LSTM: Enhancing Long Short-Term Memory for Text CategorizationCode0
Learning a Cost-Effective Annotation Policy for Question AnsweringCode0
LayoutLMv3: Pre-training for Document AI with Unified Text and Image MaskingCode0
Learning Action-Effect Dynamics for Hypothetical Vision-Language Reasoning TaskCode0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language ModelsCode0
Large-scale Simple Question Answering with Memory NetworksCode0
Latent Alignment and Variational AttentionCode0
Large-scale Exploration of Neural Relation Classification ArchitecturesCode0
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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