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 7151–7200 of 10817 papers

TitleStatusHype
Looking Beyond Sentence-Level Natural Language Inference for Question Answering and Text Summarization—0
DoT: An efficient Double Transformer for NLP tasks with tables—0
Learning to Select Question-Relevant Relations for Visual Question Answering—0
Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models—0
Discovering Better Model Architectures for Medical Query Understanding—0
What BERTs and GPTs know about your brand? Probing contextual language models for affect associations—0
AVA: an Automatic eValuation Approach for Question Answering Systems—0
An Emotional Comfort Framework for Improving User Satisfaction in E-Commerce Customer Service Chatbots—0
A Coarse to Fine Question Answering System based on Reinforcement Learning—0
Improving Zero-Shot Cross-lingual Transfer for Multilingual Question Answering over Knowledge Graph—0
What Ingredients Make for an Effective Crowdsourcing Protocol for Difficult NLU Data Collection Tasks?Code0
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—0
If You Want to Go Far Go Together: Unsupervised Joint Candidate Evidence Retrieval for Multi-hop Question Answering—0
RECONSIDER: Improved Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering—0
Question-aware Transformer Models for Consumer Health Question Summarization—0
Goodwill Hunting: Analyzing and Repurposing Off-the-Shelf Named Entity Linking Systems—0
Game-theoretic Vocabulary Selection via the Shapley Value and Banzhaf Index—0
Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods—0
Corpus-Based Paraphrase Detection Experiments and Review—0
Pre-training Universal Language Representation—0
A Compression-Compilation Framework for On-mobile Real-time BERT Applications—0
LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question AnsweringCode0
Is Sluice Resolution really just Question Answering?—0
Feature extraction and evaluation for BioMedical Question Answering—0
Towards More Equitable Question Answering Systems: How Much More Data Do You Need?Code0
Inside ASCENT: Exploring a Deep Commonsense Knowledge Base and its Usage in Question Answering—0
MixQA: Embedding and Answer Mixing for Question Answering—0
Improve Query Focused Abstractive Summarization by Incorporating Answer RelevanceCode0
A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions—0
Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting—0
Few-Shot Upsampling for Protest Size DetectionCode0
StructuralLM: Structural Pre-training for Form Understanding—0
VANiLLa : Verbalized Answers in Natural Language at Large ScaleCode0
ReasonBert: Pre-trained to Reason with Distant Supervision—0
Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training—0
Sentence Extraction-Based Machine Reading Comprehension for Vietnamese—0
Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions—0
Training Heterogeneous Features in Sequence to Sequence Tasks: Latent Enhanced Multi-filter Seq2Seq ModelCode0
SGD-QA: Fast Schema-Guided Dialogue State Tracking for Unseen Services—0
Survey of Visual-Semantic Embedding Methods for Zero-Shot Image Retrieval—0
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering—0
QUASER: Question Answering with Scalable Extractive Rationalization—0
Show Why the Answer is Correct! Towards Explainable AI using Compositional Temporal Attention—0
Relation-aware Hierarchical Attention Framework for Video Question AnsweringCode0
Building a Question and Answer System for News Domain—0
Encoding Explanatory Knowledge for Zero-shot Science Question Answering—0
Cross-Modal Generative Augmentation for Visual Question Answering—0
ReadTwice: Reading Very Large Documents with Memories—0
Recent Advances in Deep Learning Based Dialogue Systems: A Systematic Survey—0
Diff-Explainer: Differentiable Convex Optimization for Explainable Multi-hop Inference—0
Show:102550
← PrevPage 144 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