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 851900 of 10817 papers

TitleStatusHype
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Dynamically Fused Graph Network for Multi-hop ReasoningCode1
DyGKT: Dynamic Graph Learning for Knowledge TracingCode1
APOLLO: An Optimized Training Approach for Long-form Numerical ReasoningCode1
Dynamic Language Binding in Relational Visual ReasoningCode1
DynaPipe: Optimizing Multi-task Training through Dynamic PipelinesCode1
Dual Reader-Parser on Hybrid Textual and Tabular Evidence for Open Domain Question AnsweringCode1
Dual-Key Multimodal Backdoors for Visual Question AnsweringCode1
DUAL: Discrete Spoken Unit Adaptive Learning for Textless Spoken Question AnsweringCode1
3D Vision and Language Pretraining with Large-Scale Synthetic DataCode1
FloodNet: A High Resolution Aerial Imagery Dataset for Post Flood Scene UnderstandingCode1
Fluent Response Generation for Conversational Question AnsweringCode1
DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question AnsweringCode1
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument ExtractionCode1
Effective Human-AI Teams via Learned Natural Language Rules and OnboardingCode1
DRESSing Up LLM: Efficient Stylized Question-Answering via Style Subspace EditingCode1
AfriQA: Cross-lingual Open-Retrieval Question Answering for African LanguagesCode1
DrBenchmark: A Large Language Understanding Evaluation Benchmark for French Biomedical DomainCode1
From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement LearningCode1
DREAM: Improving Situational QA by First Elaborating the SituationCode1
An Optimal Algorithm for Finding Champions in Tournament GraphsCode1
DOM-LM: Learning Generalizable Representations for HTML DocumentsCode1
Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World EnvironmentsCode1
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
Does Time Have Its Place? Temporal Heads: Where Language Models Recall Time-specific InformationCode1
g3D-LF: Generalizable 3D-Language Feature Fields for Embodied TasksCode1
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document SummarizationCode1
Does Vision-and-Language Pretraining Improve Lexical Grounding?Code1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Generalizing from SIMPLE to HARD Visual Reasoning: Can We Mitigate Modality Imbalance in VLMs?Code1
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset BiasesCode1
Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEsCode1
DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related QueriesCode1
Generative Bias for Robust Visual Question AnsweringCode1
DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceCode1
Diversify Question Generation with Retrieval-Augmented Style TransferCode1
Ditch the Gold Standard: Re-evaluating Conversational Question AnsweringCode1
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and IntentsCode1
DocVQA: A Dataset for VQA on Document ImagesCode1
GeoGalactica: A Scientific Large Language Model in GeoscienceCode1
Distilled Dual-Encoder Model for Vision-Language UnderstandingCode1
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighterCode1
ArabicaQA: A Comprehensive Dataset for Arabic Question AnsweringCode1
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
Disfl-QA: A Benchmark Dataset for Understanding Disfluencies in Question AnsweringCode1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence AnnotationCode1
Distinguishing Ignorance from Error in LLM HallucinationsCode1
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question AnsweringCode1
DocVXQA: Context-Aware Visual Explanations for Document Question AnsweringCode1
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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