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 19512000 of 10817 papers

TitleStatusHype
Dialog Inpainting: Turning Documents into DialogsCode1
Classification-Regression for Chart ComprehensionCode1
CoSQA: 20,000+ Web Queries for Code Search and Question AnsweringCode1
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMsCode1
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
Teaching Broad Reasoning Skills for Multi-Step QA by Generating Hard ContextsCode1
Teaching Humans When To Defer to a Classifier via ExemplarsCode1
Detecting Hate Speech in Multi-modal MemesCode1
A Step Closer to Comprehensive Answers: Constrained Multi-Stage Question Decomposition with Large Language ModelsCode1
TempoQR: Temporal Question Reasoning over Knowledge GraphsCode1
TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video ModelsCode1
Temporal Pyramid Transformer with Multimodal Interaction for Video Question AnsweringCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual ReasoningCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question AnsweringCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical ReasoningCode1
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
Densely Connected Attention Propagation for Reading ComprehensionCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
A Semantic-based Method for Unsupervised Commonsense Question AnsweringCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-TuningCode1
Counterfactual Variable Control for Robust and Interpretable Question AnsweringCode1
The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval AugmentationCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
The Critique of CritiqueCode1
A Dataset for Medical Instructional Video Classification and Question AnsweringCode1
AssistSR: Task-oriented Video Segment Retrieval for Personal AI AssistantCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
Describe Anything Model for Visual Question Answering on Text-rich ImagesCode1
Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequencesCode1
Clinical Reading Comprehension: A Thorough Analysis of the emrQA DatasetCode1
DELIFT: Data Efficient Language model Instruction Fine TuningCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
A Memory Efficient Baseline for Open Domain Question AnsweringCode1
CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question AnsweringCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
AmbigQA: Answering Ambiguous Open-domain QuestionsCode1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question AnsweringCode1
THREAD: Thinking Deeper with Recursive SpawningCode1
Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL ModelsCode1
Time-Stamped Language Model: Teaching Language Models to Understand the Flow of EventsCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data ProcessingCode1
ECONET: Effective Continual Pretraining of Language Models for Event Temporal ReasoningCode1
Deep Multimodal Neural Architecture SearchCode1
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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