Mengyu Zhou
20 papers · 2020–2026 · 5 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (5) π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π Cross-Pollinator (6)
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(44)
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Topic Evolution
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Unstoppable
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Keyword Collector
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Conferences
EMNLP (8)
ACL (6)
AAAI (4)
ICLR (1)
IJCAI (1)
Top co-authors
Keywords
large language model
(9)
recommender system
(3)
data analysis
(3)
tabular datum
(2)
data augmentation
(2)
chain-of-thought reasoning
(2)
table processing
(2)
language model
(2)
tabular data analysis
(2)
table detection
(2)
code generation
(2)
text classification
(1)
prompt engineering
(1)
semantic parsing
(1)
question answering
(1)
multi-task learning
(1)
sequence generation
(1)
in-context learning
(1)
semantic representation
(1)
reinforcement learning
(1)
Papers
MARCH: Multi-Agent Reinforced Check for Hallucination
ACL 2026
Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search
AAAI 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
TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachersβ Guidance
EMNLP 2025
TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
ACL 2025
PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
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
CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
EMNLP 2024
Encoding Spreadsheets for Large Language Models
EMNLP 2024
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
EMNLP 2024
CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement
ICLR 2023
AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
ACL 2023
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
IJCAI 2022
FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
EMNLP 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