Mengyu Zhou
20 papers · 2020–2026 · 5 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (47) 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
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Keyword Champion
(3)
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Topic Evolution
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Dynamic Duo
(18)
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Unstoppable · Bronze
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Century Club · Bronze
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Keyword Collector
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Prolific Year · Productive
Top co-authors
Research topics
Artificial Intelligence
(14)
Core AI
(14)
Deep Learning
(12)
Machine Learning
(12)
Natural Language Processing
(11)
Applications · Natural Language Processing
(9)
Application Areas
(7)
Learning Types · Deep Learning
(7)
Learning Types · Machine Learning
(5)
Data Science & Analytics
(3)
Core Methods
(3)
Optimization & Theory
(3)
Resources & Methods
(3)
Applications · Data Science & Analytics
(2)
Generation
(2)
Keywords
large language model
(9)
data analysis
(3)
recommender system
(3)
language model
(2)
sequence generation
(2)
chain-of-thought reasoning
(2)
table detection
(2)
table processing
(2)
code generation
(2)
data augmentation
(2)
tabular data
(2)
tabular data analysis
(2)
prompt engineering
(1)
text classification
(1)
question answering
(1)
in-context learning
(1)
multi-task learning
(1)
text representation
(1)
knowledge distillation
(1)
reinforcement learning
(1)
Papers
Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search
AAAI 2026
MARCH: Multi-Agent Reinforced Check for Hallucination
ACL 2026
Not All Tokens Matter: Towards Efficient LLM Reasoning via Token Significance in Reinforcement Learning
ACL 2026
SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets
AAAI 2026
Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning
EMNLP 2025
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
ACL 2025
TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
ACL 2025
TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers’ Guidance
EMNLP 2025
CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
EMNLP 2024
Encoding Spreadsheets for Large Language Models
EMNLP 2024
PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
EMNLP 2024
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
EMNLP 2024
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
AAAI 2024
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities
ACL 2024
AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
ACL 2023
CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement
ICLR 2023
FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
EMNLP 2022
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
IJCAI 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems
EMNLP 2022
Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
AAAI 2020