Jiayi Shi
11 papers · 2023–2026 · 6 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (32) π Grand Slam ποΈ Keyword Collector (66)
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The Questioner
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Prolific Year Β· Productive
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Century Club Β· Bronze
Top co-authors
Research topics
Artificial Intelligence
(8)
Machine Learning
(8)
Core AI
(7)
Deep Learning
(5)
Core Methods
(5)
Natural Language Processing
(4)
Learning Types Β· Machine Learning
(4)
Optimization & Theory
(4)
Application Areas
(3)
Learning Types Β· Deep Learning
(3)
Architectures
(2)
Generation
(2)
Resources & Methods
(2)
Data Science & Analytics
(1)
Applications
(1)
Keywords
large language model
(5)
model alignment
(2)
representation learning
(2)
mathematical reasoning
(2)
language model alignment
(2)
preference learning
(1)
code generation
(1)
self-attention mechanism
(1)
text generation
(1)
model evaluation
(1)
coreset selection
(1)
bert model
(1)
attention mechanism
(1)
language understanding
(1)
instruction tuning
(1)
self-supervised learning
(1)
sampling distribution
(1)
time series forecasting
(1)
kernel density estimation
(1)
embedding space
(1)
Papers
LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient
ACL 2026
Are Large Language Models Ready for Multi-Turn Tabular Data Analysis?
ICML 2025
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
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
Instruction Embedding: Latent Representations of Instructions Towards Task Identification
NeurIPS 2024
Better Correlation and Robustness: A Distribution-Balanced Self-Supervised Learning Framework for Automatic Dialogue Evaluation
NeurIPS 2023
Trafformer: Unify Time and Space in Traffic Prediction
AAAI 2023