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 31513200 of 10817 papers

TitleStatusHype
Deep Modular Co-Attention Networks for Visual Question AnsweringCode0
A Video Is Worth 4096 Tokens: Verbalize Videos To Understand Them In Zero ShotCode0
NIR-Prompt: A Multi-task Generalized Neural Information Retrieval Training FrameworkCode0
Language Fusion for Parameter-Efficient Cross-lingual TransferCode0
Advancing Singlish Understanding: Bridging the Gap with Datasets and Multimodal ModelsCode0
Deep Learning for Answer Sentence SelectionCode0
Language Model Knowledge Distillation for Efficient Question Answering in SpanishCode0
An Empirical Study of Pre-trained Language Models in Simple Knowledge Graph Question AnsweringCode0
KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue CorpusCode0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
A Comparative Study of Question Answering over Knowledge BasesCode0
Kvasir-VQA-x1: A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal EndoscopyCode0
Language models are better than humans at next-token predictionCode0
Large Language Models as Interpolated and Extrapolated Event PredictorsCode0
Learned in Translation: Contextualized Word VectorsCode0
EgoVLM: Policy Optimization for Egocentric Video UnderstandingCode0
KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean LanguageCode0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
An Empirical Study of Evaluating Long-form Question AnsweringCode0
Knowledge Sanitization of Large Language ModelsCode0
Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language ModelsCode0
Knowledge-Guided Prompt Learning for Request Quality Assurance in Public Code ReviewCode0
Knowledge-Retrieval Task-Oriented Dialog Systems with Semi-SupervisionCode0
DEEPAGÉ: Answering Questions in Portuguese about the Brazilian EnvironmentCode0
An Empirical Study of Content Understanding in Conversational Question AnsweringCode0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Elaboration-Generating Commonsense Question Answering at ScaleCode0
Knowledge Generation for Zero-shot Knowledge-based VQACode0
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
Automatic Spanish Translation of the SQuAD Dataset for Multilingual Question AnsweringCode0
DecompEval: Evaluating Generated Texts as Unsupervised Decomposed Question AnsweringCode0
Knowledge Base Question Answering for Space Debris QueriesCode0
DecoderLens: Layerwise Interpretation of Encoder-Decoder TransformersCode0
Knowledge Base Question Answering via Encoding of Complex Query GraphsCode0
Answering Questions about Data Visualizations using Efficient Bimodal FusionCode0
Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal ReasoningCode0
Declarative Question Answering over Knowledge Bases containing Natural Language Text with Answer Set ProgrammingCode0
Declarative Knowledge Distillation from Large Language Models for Visual Question Answering DatasetsCode0
Knowledge Corpus Error in Question AnsweringCode0
Knowledge Acquisition Disentanglement for Knowledge-based Visual Question Answering with Large Language ModelsCode0
Knowledge Base Index Compression via Dimensionality and Precision ReductionCode0
Knowledge Diffusion for Neural Dialogue GenerationCode0
Deceiving Question-Answering Models: A Hybrid Word-Level Adversarial ApproachCode0
KL-Divergence Guided Temperature SamplingCode0
Automatic Opinion Question GenerationCode0
Key-Value Memory Networks for Directly Reading DocumentsCode0
KEPR: Knowledge Enhancement and Plausibility Ranking for Generative Commonsense Question AnsweringCode0
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense UnderstandingCode0
Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question AnsweringCode0
KERS: A Knowledge-Enhanced Framework for Recommendation Dialog Systems with Multiple SubgoalsCode0
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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