Masaru Isonuma
14 papers · 2017–2025 · 4 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (41) π Academic Marathon Β· Sprint π Conference Polyglot Β· Bronze π Interdisciplinary Bridge Β· Bronze π£ Hot Topic Early Bird
π
Keyword Champion
(2)
ποΈ
Keyword Collector
(76)
π
Trend Setter
π
Century Club Β· Bronze
β
The Questioner
β‘
Prolific Year Β· Productive
Venues
Top co-authors
Research topics
Machine Learning
(14)
Deep Learning
(8)
Natural Language Processing
(8)
Artificial Intelligence
(7)
Learning Types Β· Machine Learning
(7)
Core AI
(6)
Core Methods
(5)
Resources & Methods
(5)
Generation
(4)
Learning Types Β· Deep Learning
(4)
Optimization & Theory
(4)
Models
(3)
Applications
(2)
Architectures
(2)
Learning Paradigms
(2)
Keywords
large language model
(4)
instruction tuning
(2)
model behavior
(2)
variational inference
(2)
citation analysis
(2)
abstractive summarization
(2)
model selection
(1)
self-attention mechanism
(1)
contrastive learning
(1)
self-supervised learning
(1)
cross-lingual transfer
(1)
prompt engineering
(1)
extractive summarization
(1)
topic modeling
(1)
curriculum learning
(1)
multi-task learning
(1)
text representation
(1)
bayesian inference
(1)
machine unlearning
(1)
text summarization
(1)
Papers
How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders
EMNLP 2025
Instability in Downstream Task Performance During LLM Pretraining
EMNLP 2025
Investigating Training and Generalization in Faithful Self-Explanations of Large Language Models
IJCNLP 2025
UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation
ICLR 2025
What's New in My Data? Novelty Exploration via Contrastive Generation
ICLR 2025
Topic Modeling for Short Texts with Large Language Models
ACL 2024
Unlearning Traces the Influential Training Data of Language Models
ACL 2024
Differentiable Instruction Optimization for Cross-Task Generalization
ACL 2023
Dynamic Structured Neural Topic Model with Self-Attention Mechanism
ACL 2023
SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation
ACL 2023
Lexical Entailment with Hierarchy Representations by Deep Metric Learning
EMNLP 2022
Tree-Structured Neural Topic Model
ACL 2020
Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking
ACL 2019
Extractive Summarization Using Multi-Task Learning with Document Classification
EMNLP 2017