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 31013150 of 10817 papers

TitleStatusHype
Large Language Models and Multimodal Retrieval for Visual Word Sense DisambiguationCode0
A Zero-Shot Open-Vocabulary Pipeline for Dialogue UnderstandingCode0
Dense Passage Retrieval in Conversational SearchCode0
Large Language Models as Interpolated and Extrapolated Event PredictorsCode0
Large Language Models on Wikipedia-Style Survey Generation: an Evaluation in NLP ConceptsCode0
Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal ReasoningCode0
Language Models Still Struggle to Zero-shot Reason about Time SeriesCode0
Denotation Extraction for Interactive Learning in Dialogue SystemsCode0
Denoising Table-Text Retrieval for Open-Domain Question AnsweringCode0
Language Models as Knowledge Bases?Code0
Denoising Distantly Supervised Open-Domain Question AnsweringCode0
Dual-Encoders for Extreme Multi-Label ClassificationCode0
A Wrong Answer or a Wrong Question? An Intricate Relationship between Question Reformulation and Answer Selection in Conversational Question AnsweringCode0
AGent: A Novel Pipeline for Automatically Creating Unanswerable QuestionsCode0
Language Models as Knowledge Bases for Visual Word Sense DisambiguationCode0
Efficient and Interpretable Information Retrieval for Product Question Answering with Heterogeneous DataCode0
Language Model Knowledge Distillation for Efficient Question Answering in SpanishCode0
Language models are better than humans at next-token predictionCode0
Delving Deeper into Cross-lingual Visual Question AnsweringCode0
AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual LearningCode0
Language Fusion for Parameter-Efficient Cross-lingual TransferCode0
Defending Against Disinformation Attacks in Open-Domain Question AnsweringCode0
Multi-Target Embodied Question AnsweringCode0
Efficient Document Re-Ranking for Transformers by Precomputing Term RepresentationsCode0
Efficient Document Retrieval with G-RetrieverCode0
Block-Skim: Efficient Question Answering for TransformerCode0
Efficient End-to-End Video Question Answering with Pyramidal Multimodal TransformerCode0
Answering Complex Questions Using Open Information ExtractionCode0
Blockwise Self-Attention for Long Document UnderstandingCode0
MULTITAT: Benchmarking Multilingual Table-and-Text Question AnsweringCode0
Deep Unordered Composition Rivals Syntactic Methods for Text ClassificationCode0
Muppet: Massive Multi-task Representations with Pre-FinetuningCode0
Kvasir-VQA-x1: A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal EndoscopyCode0
KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue CorpusCode0
KRAUTS: A German Temporally Annotated News CorpusCode0
Deep Relevance Ranking Using Enhanced Document-Query InteractionsCode0
DeepREF: A Framework for Optimized Deep Learning-based Relation ClassificationCode0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean LanguageCode0
Answering Count Queries with Explanatory EvidenceCode0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
Human Attention during Goal-directed Reading Comprehension Relies on Task OptimizationCode0
Knowledge Sanitization of Large Language ModelsCode0
Deep Modular Co-Attention Networks for Visual Question AnsweringCode0
A Video Is Worth 4096 Tokens: Verbalize Videos To Understand Them In Zero ShotCode0
Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language ModelsCode0
Advancing Singlish Understanding: Bridging the Gap with Datasets and Multimodal ModelsCode0
Deep Learning for Answer Sentence SelectionCode0
Answering Diverse Questions via Text Attached with Key Audio-Visual CluesCode0
Knowledge-Retrieval Task-Oriented Dialog Systems with Semi-SupervisionCode0
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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