Chuyi Tan
9 papers · 2024–2026 · 4 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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Prolific Year · Productive
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Research topics
Artificial Intelligence
(7)
Machine Learning
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Core AI
(7)
Deep Learning
(5)
Optimization & Theory · Machine Learning
(5)
Learning Types · Machine Learning
(4)
Natural Language Processing
(3)
Application Areas
(3)
Core Methods
(3)
Generation
(2)
Learning Types · Deep Learning
(2)
Models
(2)
Optimization & Theory · Deep Learning
(2)
Resources & Methods
(1)
Keywords
large language model
(4)
model alignment
(2)
mathematical reasoning
(2)
in-context learning
(1)
adaptive sampling
(1)
chain-of-thought reasoning
(1)
attention mechanism
(1)
text generation
(1)
code generation
(1)
language model alignment
(1)
posterior distribution
(1)
language understanding
(1)
instruction tuning
(1)
model evaluation
(1)
preference learning
(1)
sampling distribution
(1)
demonstration learning
(1)
multi-objective optimization
(1)
data selection
(1)
coreset selection
(1)
Papers
LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient
ACL 2026
Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation
ACL 2025
From Sub-Ability Diagnosis to Human-Aligned Generation: Bridging the Gap for Text Length Control via MarkerGen
ACL 2025
InsBank: Evolving Instruction Subset for Ongoing Alignment
EMNLP 2025
Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning
NAACL 2025
Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation
ACL 2025
Speculative Decoding for Multi-Sample Inference
EMNLP 2025
UniCBE: An Uniformity-driven Comparing Based Evaluation Framework with Unified Multi-Objective Optimization
ICLR 2025
Focused Large Language Models are Stable Many-Shot Learners
EMNLP 2024