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 15511600 of 10817 papers

TitleStatusHype
Polyglot Prompt: Multilingual Multitask PrompTrainingCode1
Reliable Visual Question Answering: Abstain Rather Than Answer IncorrectlyCode1
GRIT: General Robust Image Task BenchmarkCode1
KALA: Knowledge-Augmented Language Model AdaptationCode1
Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question AnsweringCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
Attention in Reasoning: Dataset, Analysis, and ModelingCode1
TABi: Type-Aware Bi-Encoders for Open-Domain Entity RetrievalCode1
StepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in TextsCode1
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question AnsweringCode1
MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided AdaptationCode1
Towards Fine-grained Causal Reasoning and QACode1
Improving Passage Retrieval with Zero-Shot Question GenerationCode1
Exploring Dual Encoder Architectures for Question AnsweringCode1
Can Question Rewriting Help Conversational Question Answering?Code1
RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text miningCode1
Knowledge Infused DecodingCode1
Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-DeploymentCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
SwapMix: Diagnosing and Regularizing the Over-Reliance on Visual Context in Visual Question AnsweringCode1
Educational Question Generation of Children Storybooks via Question Type Distribution Learning and Event-Centric SummarizationCode1
Fantastic Questions and Where to Find Them: FairytaleQA -- An Authentic Dataset for Narrative ComprehensionCode1
Learning to Answer Questions in Dynamic Audio-Visual ScenariosCode1
UKP-SQUARE: An Online Platform for Question Answering ResearchCode1
Clickbait Spoiling via Question Answering and Passage RetrievalCode1
Sequence-to-Sequence Knowledge Graph Completion and Question AnsweringCode1
Simulating Bandit Learning from User Feedback for Extractive Question AnsweringCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question AnsweringCode1
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training DataCode1
Synthetic Question Value Estimation for Domain Adaptation of Question AnsweringCode1
Revitalize Region Feature for Democratizing Video-Language Pre-training of RetrievalCode1
Reasoning over Public and Private Data in Retrieval-Based SystemsCode1
Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question AnsweringCode1
DUAL: Discrete Spoken Unit Adaptive Learning for Textless Spoken Question AnsweringCode1
IT5: Text-to-text Pretraining for Italian Language Understanding and GenerationCode1
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and IntentsCode1
QaNER: Prompting Question Answering Models for Few-shot Named Entity RecognitionCode1
Video Question Answering: Datasets, Algorithms and ChallengesCode1
Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question AnsweringCode1
BERTVision -- A Parameter-Efficient Approach for Question AnsweringCode1
Knowledge Base Question Answering by Case-based Reasoning over SubgraphsCode1
ZeroGen: Efficient Zero-shot Learning via Dataset GenerationCode1
XAI for Transformers: Better Explanations through Conservative PropagationCode1
MuLD: The Multitask Long Document BenchmarkCode1
Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering EvaluationCode1
QA4QG: Using Question Answering to Constrain Multi-Hop Question GenerationCode1
A Dataset for Interactive Vision-Language Navigation with Unknown Command FeasibilityCode1
JaQuAD: Japanese Question Answering Dataset for Machine Reading ComprehensionCode1
When Do Flat Minima Optimizers Work?Code1
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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