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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 9126–9150 of 10817 papers

TitleStatusHype
HRCA+: Advanced Multiple-choice Machine Reading Comprehension Method—0
HRoT: Hybrid prompt strategy and Retrieval of Thought for Table-Text Hybrid Question Answering—0
HRVQA: A Visual Question Answering Benchmark for High-Resolution Aerial Images—0
Huge Automatically Extracted Training-Sets for Multilingual Word SenseDisambiguation—0
Human Adversarial QA: Did the Model Understand the Paragraph?—0
Human-Adversarial Visual Question Answering—0
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?—0
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?—0
Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification—0
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
Human Mobility Question Answering (Vision Paper)—0
Hummingbird: High Fidelity Image Generation via Multimodal Context Alignment—0
HuRIC: a Human Robot Interaction Corpus—0
HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases—0
Hybrid Graphs for Table-and-Text based Question Answering using LLMs—0
Hybrid Question Answering over Knowledge Base and Free Text—0
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset—0
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications—0
Hyperbolic Attention Networks—0
Hyper-dimensional computing for a visual question-answering system that is trainable end-to-end—0
HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation—0
Hyperlink-induced Pre-training for Passage Retrieval of Open-domain Question Answering—0
Hypo3D: Exploring Hypothetical Reasoning in 3D—0
HySTER: A Hybrid Spatio-Temporal Event Reasoner—0
ICDAR 2019 Competition on Scene Text Visual Question Answering—0
Show:102550
← PrevPage 366 of 433Next →
All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified