Menglin Xia
8 papers · 2019–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(21)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Artificial Intelligence
(7)
Machine Learning
(6)
Natural Language Processing
(5)
Core AI
(5)
Application Areas
(4)
Resources & Methods
(3)
Deep Learning
(2)
Generation
(2)
Learning Types
(2)
Optimization & Theory · Machine Learning
(2)
Bayesian & Probabilistic
(1)
Core Methods
(1)
Learning Paradigms
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
large language model
(3)
prompt compression
(2)
language model
(2)
token classification
(2)
machine translation
(1)
multilingual nlp
(1)
bayesian learning
(1)
reading comprehension
(1)
function approximation
(1)
evaluation framework
(1)
text summarization
(1)
prior knowledge
(1)
context
(1)
low-resource language
(1)
hybrid system
(1)
semantic parsing
(1)
cost saving
(1)
inference efficiency
(1)
client-server architecture
(1)
transfer learning
(1)
Papers
BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute
ICML 2025
Minerva: A Programmable Memory Test Benchmark for Language Models
ICML 2025
On Evaluating LLMs’ Capabilities as Functional Approximators: A Bayesian Evaluation Framework
COLING 2025
TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning
ACL 2025
Hybrid-RACA: Hybrid Retrieval-Augmented Composition Assistance for Real-time Text Prediction
EMNLP 2024
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
ACL 2024
Multilingual Neural Semantic Parsing for Low-Resourced Languages
ACL 2021
Automatic learner summary assessment for reading comprehension
NAACL 2019