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 94019450 of 10817 papers

TitleStatusHype
A BERT Baseline for the Natural QuestionsCode0
Continual Dialogue State Tracking via Example-Guided Question AnsweringCode0
Context-VQA: Towards Context-Aware and Purposeful Visual Question AnsweringCode0
Multi-granularity hierarchical attention fusion networks for reading comprehension and question answeringCode0
Knowledge Corpus Error in Question AnsweringCode0
Contextualized Word Representations for Reading ComprehensionCode0
Knowledge Diffusion for Neural Dialogue GenerationCode0
Beyond Bilinear: Generalized Multimodal Factorized High-order Pooling for Visual Question AnsweringCode0
Multigrid Neural MemoryCode0
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and TasksCode0
Contextualized Sequence Likelihood: Enhanced Confidence Scores for Natural Language GenerationCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question AnsweringCode0
Are you tough enough? Framework for Robustness Validation of Machine Comprehension SystemsCode0
Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-TuningCode0
Are you tough enough? Framework for Robustness Validation of Machine Comprehension SystemsCode0
Multi-Hop Paragraph Retrieval for Open-Domain Question AnsweringCode0
A General Framework for Producing Interpretable Semantic Text EmbeddingsCode0
Adaptive Document Retrieval for Deep Question AnsweringCode0
Multi-hop Question Answering via Reasoning ChainsCode0
GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative ModelsCode0
Knowledge Generation for Zero-shot Knowledge-based VQACode0
Multi-hop Reading Comprehension via Deep Reinforcement Learning based Document TraversalCode0
Gotta: Generative Few-shot Question Answering by Prompt-based Cloze Data AugmentationCode0
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQLCode0
Multi-Image Visual Question AnsweringCode0
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise DetectionCode0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Language Models Meet Anomaly Detection for Better Interpretability and GeneralizabilityCode0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
Beyond Accuracy: A Consolidated Tool for Visual Question Answering BenchmarkingCode0
Repurposing Entailment for Multi-Hop Question Answering TasksCode0
GloVe: Global Vectors for Word RepresentationCode0
GlossGPT: GPT for Word Sense Disambiguation using Few-shot Chain-of-Thought PromptingCode0
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable RepresentationsCode0
Question-Answering Approach to Evaluating Legal SummariesCode0
Globally Normalized ReaderCode0
Question Answering as Global Reasoning over Semantic AbstractionsCode0
PediaBench: A Comprehensive Chinese Pediatric Dataset for Benchmarking Large Language ModelsCode0
Peek Across: Improving Multi-Document Modeling via Cross-Document Question-AnsweringCode0
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document MatchingCode0
Multilevel Hierarchical Network with Multiscale Sampling for Video Question AnsweringCode0
Give me Some Hard Questions: Synthetic Data Generation for Clinical QACode0
Peering into the Mind of Language Models: An Approach for Attribution in Contextual Question AnsweringCode0
Better RAG using Relevant Information GainCode0
Better Explain Transformers by Illuminating Important InformationCode0
Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question AnsweringCode0
GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question AnsweringCode0
Knowledge-Guided Prompt Learning for Request Quality Assurance in Public Code ReviewCode0
Show:102550
← PrevPage 189 of 217Next →

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