Razvan-Gabriel Dumitru
6 papers · 2024–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
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Research topics
Artificial Intelligence
(5)
Machine Learning
(5)
Core AI
(5)
Deep Learning
(4)
Natural Language Processing
(4)
Optimization & Theory · Deep Learning
(4)
Application Areas
(3)
Optimization & Theory · Machine Learning
(3)
Applications
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Generation
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Learning Types
(2)
Models
(2)
Resources & Methods
(2)
Techniques
(1)
Keywords
large language model
(5)
model compression
(2)
reinforcement learning
(1)
zero-shot learning
(1)
mathematical reasoning
(1)
relation extraction
(1)
natural language generation
(1)
text generation
(1)
explanation generation
(1)
neural network optimization
(1)
efficient computing
(1)
computational efficiency
(1)
language model
(1)
parameter efficiency
(1)
retrieval-augmented generation
(1)
weight quantization
(1)
inference acceleration
(1)
speculative decoding
(1)
reasoning trace
(1)
model efficiency
(1)
Papers
ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models
EMNLP 2025
CopySpec: Accelerating LLMs with Speculative Copy-and-Paste
EMNLP 2025
Relation-Aware Prompting Makes Large Language Models Effective Zero-shot Relation Extractors
EMNLP 2025
Variable Layerwise Quantization: A Simple and Effective Approach to Quantize LLMs
ACL 2025
Change Is the Only Constant: Dynamic LLM Slicing based on Layer Redundancy
EMNLP 2024
Retrieval Augmented Generation of Subjective Explanations for Socioeconomic Scenarios
NAACL 2024