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 7801–7850 of 10817 papers

TitleStatusHype
Natural Language QA Approaches using Reasoning with External Knowledge—0
Uncovering Hidden Semantics of Set Information in Knowledge BasesCode0
Zero-Shot Cross-Lingual Transfer with Meta LearningCode1
Talking-Heads AttentionCode1
A Study on Efficiency, Accuracy and Document Structure for Answer Sentence Selection—0
A Question-Centric Model for Visual Question Answering in Medical ImagingCode0
A Study on Multimodal and Interactive Explanations for Visual Question Answering—0
AraBERT: Transformer-based Model for Arabic Language UnderstandingCode1
DC-BERT: Decoupling Question and Document for Efficient Contextual Encoding—0
Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation LearningCode0
Adv-BERT: BERT is not robust on misspellings! Generating nature adversarial samples on BERT—0
Unshuffling Data for Improved Generalization—0
Generating Followup Questions for Interpretable Multi-hop Question Answering—0
End-to-End Entity Linking and Disambiguation leveraging Word and Knowledge Graph Embeddings—0
Exploring BERT Parameter Efficiency on the Stanford Question Answering Dataset v2.0—0
Multimodal Transformer with Pointer Network for the DSTC8 AVSD Challenge—0
Hierarchical Conditional Relation Networks for Video Question AnsweringCode1
FONDUE: A Framework for Node Disambiguation Using Network Embeddings—0
Predicting Subjective Features of Questions of QA Websites using BERTCode4
On the General Value of Evidence, and Bilingual Scene-Text Visual Question Answering—0
Do Multi-Hop Question Answering Systems Know How to Answer the Single-Hop Sub-Questions?—0
Unsupervised Question Decomposition for Question AnsweringCode1
Training Question Answering Models From Synthetic Data—0
Is Aligning Embedding Spaces a Challenging Task? A Study on Heterogeneous Embedding Alignment Methods—0
VQA-LOL: Visual Question Answering under the Lens of Logic—0
Interactive Natural Language-based Person SearchCode0
SentenceMIM: A Latent Variable Language ModelCode1
Neural Relation Prediction for Simple Question Answering over Knowledge Graph—0
CQ-VQA: Visual Question Answering on Categorized Questions—0
Text-based Question Answering from Information Retrieval and Deep Neural Network Perspectives: A Survey—0
Enriching Knowledge Bases with Interesting Negative Statements—0
Learning Relation Entailment with Structured and Textual InformationCode0
FQuAD: French Question Answering Dataset—0
Stress Test Evaluation of Transformer-based Models in Natural Language Understanding Tasks—0
Transformers as Soft Reasoners over LanguageCode1
Sparse and Structured Visual AttentionCode0
Component Analysis for Visual Question Answering Architectures—0
ReClor: A Reading Comprehension Dataset Requiring Logical ReasoningCode1
REALM: Retrieval-Augmented Language Model Pre-TrainingCode1
Self-Attentive Associative MemoryCode1
Description Based Text Classification with Reinforcement Learning—0
Translating Web Search Queries into Natural Language Questions—0
Generating Biomedical Question Answering Corpora from Q&A forumsCode0
Multimodal fusion of imaging and genomics for lung cancer recurrence predictionCode1
UNCC Biomedical Semantic Question Answering Systems. BioASQ: Task-7B, Phase-B—0
Goal-Oriented Multi-Task BERT-Based Dialogue State Tracker—0
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Web Table Extraction, Retrieval and Augmentation: A Survey—0
Teaching Machines to Converse—0
Break It Down: A Question Understanding BenchmarkCode1
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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