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

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Showing 6901–6950 of 10817 papers

TitleStatusHype
Privacy Policy Question Answering Assistant: A Query-Guided Extractive Summarization Approach—0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
Crossformer: Transformer with Alternated Cross-Layer Guidance—0
VUT: Versatile UI Transformer for Multimodal Multi-Task User Interface Modeling—0
Contrastive Pre-training for Zero-Shot Information Retrieval—0
How Much Can CLIP Benefit Vision-and-Language Tasks?—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Text Simplification for Comprehension-based Question-AnsweringCode0
SYGMA: System for Generalizable Modular Question Answering OverKnowledge Bases—0
FQuAD2.0: French Question Answering and knowing that you know nothing—0
Multimodal Integration of Human-Like Attention in Visual Question Answering—0
VQA-MHUG: A Gaze Dataset to Study Multimodal Neural Attention in Visual Question Answering—0
Context-guided Triple Matching for Multiple Choice Question Answering—0
Entity Linking Meets Deep Learning: Techniques and Solutions—0
SUper Team at SemEval-2016 Task 3: Building a feature-rich system for community question answering—0
Improving Question Answering Performance Using Knowledge Distillation and Active LearningCode0
More Than Reading Comprehension: A Survey on Datasets and Metrics of Textual Question Answering—0
Investigating Post-pretraining Representation Alignment for Cross-Lingual Question AnsweringCode0
How to find a good image-text embedding for remote sensing visual question answering?—0
Towards Universal Dense Retrieval for Open-domain Question Answering—0
Can Question Generation Debias Question Answering Models? A Case Study on Question-Context Lexical OverlapCode0
BiRdQA: A Bilingual Dataset for Question Answering on Tricky Riddles—0
ParaShoot: A Hebrew Question Answering DatasetCode0
A Simple Approach to Jointly Rank Passages and Select Relevant Sentences in the OBQA Context—0
NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering DatasetCode0
Recursively Summarizing Books with Human Feedback—0
K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering—0
Salience-Aware Event Chain Modeling for Narrative Understanding—0
Relation-Guided Pre-Training for Open-Domain Question Answering—0
Blindness to Modality Helps Entailment Graph MiningCode0
What Would it Take to get Biomedical QA Systems into Practice?—0
RETRONLU: Retrieval Augmented Task-Oriented Semantic Parsing—0
Modality and Negation in Event ExtractionCode0
Emily: Developing An Emotion-affective Open-Domain Chatbot with Knowledge Graph-based Persona—0
Machine Reading Comprehension: Generative or Extractive Reader?—0
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics—0
Language Models as a Knowledge Source for Cognitive Agents—0
Supervised Relation Classification as Two-way Span-Prediction—0
Transformers Can Compose Skills To Solve Novel Problems Without Finetuning—0
Task-adaptive Pre-training of Language Models with Word Embedding Regularization—0
Deep Algorithmic Question Answering: Towards a Compositionally Hybrid AI for Algorithmic Reasoning—0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation—0
Topic Transferable Table Question AnsweringCode0
Can Edge Probing Tasks Reveal Linguistic Knowledge in QA Models?—0
Transformer-based Language Models for Factoid Question Answering at BioASQ9bCode0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering—0
AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce—0
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with IntersectionCode0
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs—0
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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