Davide Bernardi
8 papers · 2022–2026 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(21)
🔥
Unstoppable · Bronze
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Trend Setter
Venues
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Research topics
Artificial Intelligence
(5)
Machine Learning
(5)
Natural Language Processing
(5)
Core AI
(4)
Application Areas
(3)
Applications
(3)
Core Methods
(2)
Optimization & Theory
(2)
Resources & Methods
(2)
Understanding
(2)
Deep Learning
(1)
Interdisciplinary
(1)
Architectures
(1)
Learning Paradigms
(1)
Learning Types
(1)
Keywords
named entity recognition
(3)
irony detection
(2)
corpus annotation
(2)
data augmentation
(1)
social media analysis
(1)
sentiment classification
(1)
spoken language understanding
(1)
training efficiency
(1)
batch processing
(1)
model update
(1)
social media
(1)
classification evaluation
(1)
twitter data
(1)
demographic bia
(1)
entity grounding
(1)
dialog system
(1)
annotator disagreement
(1)
voice assistant
(1)
annotation analysis
(1)
annotator agreement
(1)
Papers
When Speed Meets Intelligence: Scalable Conversational NER in an Ever-evolving World
EACL 2026
PERSEVAL: A Framework for Perspectivist Classification Evaluation
EMNLP 2025
MultiPICo: Multilingual Perspectivist Irony Corpus
ACL 2024
EPIC: Multi-Perspective Annotation of a Corpus of Irony
ACL 2023
Mitigating the Burden of Redundant Datasets via Batch-Wise Unique Samples and Frequency-Aware Losses
ACL 2023
Regression-Free Model Updates for Spoken Language Understanding
ACL 2023
Supervised Clustering Loss for Clustering-Friendly Sentence Embeddings: an Application to Intent Clustering
IJCNLP 2023
Play música alegre: A Large-Scale Empirical Analysis of Cross-Lingual Phenomena in Voice Assistant Interactions
EMNLP 2022