Mengdi Zhang
16 papers · 2015–2025 · 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· Silver πΊοΈ Taxonomy Completionist (42) π Academic Marathon Β· Half π Century Club Β· Bronze
ποΈ
Keyword Collector
(72)
β
The Questioner
(2)
β‘
Prolific Year Β· Productive
π
Renaissance Researcher
(5)
Top co-authors
Research topics
Machine Learning
(11)
Artificial Intelligence
(9)
Deep Learning
(9)
Natural Language Processing
(9)
Core AI
(9)
Learning Types Β· Machine Learning
(8)
Generation
(5)
Learning Types Β· Deep Learning
(5)
Application Areas
(3)
Architectures
(3)
Core Methods
(3)
Resources & Methods
(3)
Computer Science
(2)
Knowledge & Reasoning
(2)
Applications
(2)
Keywords
large language model
(7)
code generation
(4)
mathematical reasoning
(3)
instruction tuning
(3)
chain of thought
(2)
data synthesis
(2)
logical reasoning
(2)
graph neural network
(2)
ensemble learning
(1)
question answering
(1)
image restoration
(1)
text generation
(1)
inductive reasoning
(1)
multimodal learning
(1)
reinforcement learning
(1)
semantic alignment
(1)
benchmark evaluation
(1)
program synthesis
(1)
visual reasoning
(1)
prototype learning
(1)
Papers
Do Large Language Models excel in Complex Logical Reasoning with Formal Language?
EMNLP 2025
LLMScan: Causal Scan for LLM Misbehavior Detection
ICML 2025
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning
ACL 2025
Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning
EMNLP 2025
Revisit Self-Debugging with Self-Generated Tests for Code Generation
ACL 2025
S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners
AAAI 2025
SCoder: Progressive Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs
EMNLP 2025
The Role of Visual Modality in Multimodal Mathematical Reasoning: Challenges and Insights
ACL 2025
DolphCoder: Echo-Locating Code Large Language Models with Diverse and Multi-Objective Instruction Tuning
ACL 2024
How Do Your Code LLMs perform? Empowering Code Instruction Tuning with Really Good Data
EMNLP 2024
Intent-aware Recommendation via Disentangled Graph Contrastive Learning
IJCAI 2023
KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification
IJCAI 2023
Ensemble Multi-Relational Graph Neural Networks
IJCAI 2022
Incorporating Dynamic Semantics into Pre-Trained Language Model for Aspect-based Sentiment Analysis
ACL 2022
Polarized Reflection Removal With Perfect Alignment in the Wild
CVPR 2020
Learning Topic Hierarchies for Wikipedia Categories
ACL 2015