Mingxu Chai
7 papers · 2024–2026 · 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 · Silver
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Taxonomy Completionist
(26)
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Mega-Team · Squad
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Research topics
Machine Learning
(5)
Artificial Intelligence
(4)
Natural Language Processing
(4)
Core AI
(4)
Applications · Natural Language Processing
(3)
Computer Vision
(2)
Core Methods
(2)
Domain-Specific
(2)
Learning Types
(2)
Resources & Methods
(2)
Computer Science
(1)
Deep Learning
(1)
Analysis
(1)
Application Areas
(1)
Applications · Computer Science
(1)
Keywords
large language model
(3)
information extraction
(2)
layout analysis
(2)
document understanding
(2)
reinforcement learning
(2)
object detection
(1)
preference alignment
(1)
relation extraction
(1)
question answering
(1)
model evaluation
(1)
document parsing
(1)
ai safety
(1)
model alignment
(1)
gaussian kernel
(1)
generative model
(1)
loss function
(1)
variational information bottleneck
(1)
pre-trained model
(1)
value model
(1)
clinical evaluation
(1)
Papers
LLMEval-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models
ACL 2026
Unveiling the Deficiencies of Pre-trained Text-and-Layout Models in Real-world Visually-rich Document Information Extraction
EACL 2026
VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training
ACL 2026
DocFusion: A Unified Framework for Document Parsing Tasks
ACL 2025
Governance in Motion: Co-evolution of Constitutions and AI models for Scalable Safety
EMNLP 2025
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
EMNLP 2025
Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
EMNLP 2024