Sangwon Ryu
9 papers · 2024–2026 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(24)
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Hot Topic Early Bird
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Renaissance Researcher
(5)
Top co-authors
Research topics
Artificial Intelligence
(5)
Machine Learning
(5)
Natural Language Processing
(5)
Core AI
(5)
Generation
(4)
Core Methods
(3)
Computer Science
(2)
Deep Learning
(2)
Application Areas
(2)
Applications · Natural Language Processing
(2)
Applications · Computer Science
(2)
Learning Types
(2)
Resources & Methods
(2)
Interdisciplinary
(1)
Reinforcement Learning
(1)
Keywords
reinforcement learning
(3)
controllable summarization
(2)
large language model
(2)
information retrieval
(2)
automated essay scoring
(2)
text summarization
(1)
multi-objective optimization
(1)
natural language processing
(1)
monte carlo tree search
(1)
reward design
(1)
text generation
(1)
semantic similarity
(1)
autoregressive model
(1)
semantic embedding
(1)
reward shaping
(1)
instruction tuning
(1)
reward model
(1)
risk assessment
(1)
gradient projection
(1)
benchmark dataset
(1)
Papers
Adaptive Planning for Multi-Attribute Controllable Summarization with Monte Carlo Tree Search
ACL 2026
Exploring Iterative Controllable Summarization with Large Language Models
EACL 2026
GuRE:Generative Query REwriter for Legal Passage Retrieval
EMNLP 2025
Multi-Facet Blending for Faceted Query-by-Example Retrieval
ACL 2025
Revisiting Early Detection of Sexual Predators via Turn-level Optimization
NAACL 2025
Towards Prompt Generalization: Grammar-aware Cross-Prompt Automated Essay Scoring
NAACL 2025
Autoregressive Multi-trait Essay Scoring via Reinforcement Learning with Scoring-aware Multiple Rewards
EMNLP 2024
Key-Element-Informed sLLM Tuning for Document Summarization
Interspeech 2024
Multi-Dimensional Optimization for Text Summarization via Reinforcement Learning
ACL 2024