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 6101–6150 of 10817 papers

TitleStatusHype
Structured Knowledge Grounding for Question Answering—0
Selective Token Generation for Few-shot Natural Language GenerationCode0
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks—0
LAVIS: A Library for Language-Vision Intelligence—0
UIT-ViCoV19QA: A Dataset for COVID-19 Community-based Question Answering on Vietnamese LanguageCode0
Correlation Information Bottleneck: Towards Adapting Pretrained Multimodal Models for Robust Visual Question Answering—0
MUST-VQA: MUltilingual Scene-text VQA—0
Pre-training for Information Retrieval: Are Hyperlinks Fully Explored?—0
WildQA: In-the-Wild Video Question Answering—0
Prompt-based Conservation Learning for Multi-hop Question Answering—0
PaLI: A Jointly-Scaled Multilingual Language-Image Model—0
KSG: Knowledge and Skill Graph—0
Domain Adaptation for Question Answering via Question ClassificationCode0
PreSTU: Pre-Training for Scene-Text Understanding—0
Knowledge Base Question Answering: A Semantic Parsing Perspective—0
Evaluation of Question Answering Systems: Complexity of judging a natural language—0
Activity report analysis with automatic single or multispan answer extraction—0
Pre-training image-language transformers for open-vocabulary tasks—0
Frame-Subtitle Self-Supervision for Multi-Modal Video Question Answering—0
Knowledge-enhanced Iterative Instruction Generation and Reasoning for Knowledge Base Question Answering—0
Improving the Cross-Lingual Generalisation in Visual Question AnsweringCode0
The BLue Amazon Brain (BLAB): A Modular Architecture of Services about the Brazilian Maritime TerritoryCode0
Query-focused Extractive Summarisation for Biomedical and COVID-19 Complex Question AnsweringCode0
Interactive Question Answering Systems: Literature Review—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Elaboration-Generating Commonsense Question Answering at ScaleCode0
Zero-shot Event Causality Identification with Question Answering—0
Unsupervised Domain Adaptation on Question-Answering System with Conversation Data—0
A Visually-Aware Conversational Robot Receptionist—0
GRILLBot: A multi-modal conversational agent for complex real-world tasks—0
Continuous QA Learning with Structured Prompts—0
A topic-aware graph neural network model for knowledge base updating—0
Faithful Reasoning Using Large Language Models—0
Efficient and Interpretable Neural Models for Entity Tracking—0
Exploring and Evaluating Personalized Models for Code Generation—0
Conversion of Legal Agreements into Smart Legal Contracts using NLP—0
Building the Intent Landscape of Real-World Conversational Corpora with Extractive Question-Answering Transformers—0
Kencorpus: A Kenyan Language Corpus of Swahili, Dholuo and Luhya for Natural Language Processing Tasks—0
Bidirectional Contrastive Split Learning for Visual Question Answering—0
FashionVQA: A Domain-Specific Visual Question Answering System—0
Evaluate Confidence Instead of Perplexity for Zero-shot Commonsense Reasoning—0
Unsupervised Question Answering via Answer DiversifyingCode0
How good are deep models in understanding the generated images?—0
Neuro-Symbolic Visual DialogCode0
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language TasksCode0
VLMAE: Vision-Language Masked Autoencoder—0
UnCommonSense: Informative Negative Knowledge about Everyday Concepts—0
Quantifying the Knowledge in a DNN to Explain Knowledge Distillation for Classification—0
NECE: Narrative Event Chain Extraction Toolkit—0
Knowledge Graph Curation: A Practical Framework—0
Show:102550
← PrevPage 123 of 217Next →
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