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 94519500 of 10817 papers

TitleStatusHype
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language ModelsCode0
A Fully Attention-Based Information RetrieverCode0
AdvisorQA: Towards Helpful and Harmless Advice-seeking Question Answering with Collective IntelligenceCode0
Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language ModelsCode0
Multilingual Non-Factoid Question Answering with Answer Paragraph SelectionCode0
Generative Question Refinement with Deep Reinforcement Learning in Retrieval-based QA SystemCode0
BERT with History Answer Embedding for Conversational Question AnsweringCode0
Question Answering by Reasoning Across Documents with Graph Convolutional NetworksCode0
Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language ModelsCode0
Multilingual Question Answering in Low-Resource Settings: A Dzongkha-English Benchmark for Foundation ModelsCode0
Are VLMs Really BlindCode0
Multilingual State Space Models for Structured Question Answering in Indic LanguagesCode0
Question-Answering Dense Video EventsCode0
BERTSel: Answer Selection with Pre-trained ModelsCode0
Generative AI Enhanced Financial Risk Management Information RetrievalCode0
Adversarial Training with OCR Modality Perturbation for Scene-Text Visual Question AnsweringCode0
Knowledge-Retrieval Task-Oriented Dialog Systems with Semi-SupervisionCode0
Generation with Dynamic VocabularyCode0
Knowledge Sanitization of Large Language ModelsCode0
Co-occurrence is not Factual Association in Language ModelsCode0
ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understandingCode0
BERTnesia: Investigating the capture and forgetting of knowledge in BERTCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
Perceptual Score: What Data Modalities Does Your Model Perceive?Code0
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to InterfacesCode0
Generating Biomedical Question Answering Corpora from Q&A forumsCode0
Generating Context-Aware Natural Answers for Questions in 3D ScenesCode0
Question Answering for Privacy Policies: Combining Computational and Legal PerspectivesCode0
Contextual Embeddings for Arabic-English Code-Switched DataCode0
Adversarial Multi-lingual Neural Relation ExtractionCode0
Contextual embedding and model weighting by fusing domain knowledge on Biomedical Question AnsweringCode0
KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean LanguageCode0
Contextual Dropout: An Efficient Sample-Dependent Dropout ModuleCode0
Are Visual-Linguistic Models Commonsense Knowledge Bases?Code0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
Generalizing Visual Question Answering from Synthetic to Human-Written Questions via a Chain of QA with a Large Language ModelCode0
Recommending Themes for Ad Creative Design via Visual-Linguistic RepresentationsCode0
An empirical analysis of existing systems and datasets toward general simple question answeringCode0
Downstream Trade-offs of a Family of Text WatermarksCode0
Same same, but different: Compositionality of paraphrase granularity levelsCode0
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian PhilosophyCode0
General Greedy De-bias LearningCode0
GeneQuery: A General QA-based Framework for Spatial Gene Expression Predictions from Histology ImagesCode0
KRAUTS: A German Temporally Annotated News CorpusCode0
A Benchmark for Long-Form Medical Question AnsweringCode0
Question Answering on Freebase via Relation Extraction and Textual EvidenceCode0
BERTnesia: Investigating the capture and forgetting of knowledge in BERTCode0
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge GraphsCode0
Adapting Lightweight Vision Language Models for Radiological Visual Question AnsweringCode0
Multimodal Explanations: Justifying Decisions and Pointing to the EvidenceCode0
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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