Zhenwen Liang
24 papers · 2021–2026 · 11 conferences · across top CS/AI conferences
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Conferences
EMNLP (8)
ACL (6)
NIPS (2)
AAAI (1)
AACL (1)
COLING (1)
CVPR (1)
ICLR (1)
IJCAI (1)
IJCNLP (1)
NAACL (1)
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Keywords
math word problem
(6)
large language model
(5)
multimodal learning
(4)
mathematical reasoning
(3)
question answering
(3)
few-shot learning
(2)
representation learning
(2)
reinforcement learning
(2)
problem solving
(2)
video understanding
(2)
language model
(2)
seq2seq model
(2)
knowledge distillation
(2)
in-context learning
(2)
solution discriminator
(2)
benchmark evaluation
(2)
weakly supervised learning
(1)
attention mechanism
(1)
semi-supervised learning
(1)
semantic representation
(1)
Papers
A Survey of Multimodal Mathematical Reasoning: From Perception, Alignment to Reasoning
ACL 2026
Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data
ACL 2026
EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving
ACL 2026
Your Reasoning Model is Secretly a Reward Model - Optimization-Free Verification from Experience
ACL 2026
Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study
EMNLP 2025
Learning Molecular Representation in a Cell
ICLR 2025
MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
CVPR 2025
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning
EMNLP 2024
Can LLMs Solve Molecule Puzzles? A Multimodal Benchmark for Molecular Structure Elucidation
NIPS 2024
SceMQA: A Scientific College Entrance Level Multimodal Question Answering Benchmark
ACL 2024
MinT: Boosting Generalization in Mathematical Reasoning via Multi-view Fine-tuning
COLING 2024
Defending Jailbreak Prompts via In-Context Adversarial Game
EMNLP 2024
SaSR-Net: Source-Aware Semantic Representation Network for Enhancing Audio-Visual Question Answering
EMNLP 2024
What can Large Language Models do in chemistry? A comprehensive benchmark on eight tasks
NIPS 2023
Generalizing Math Word Problem Solvers via Solution Diversification
AAAI 2023
UniMath: A Foundational and Multimodal Mathematical Reasoner
EMNLP 2023
Donβt be Blind to Questions: Question-Oriented Math Word Problem Solving
IJCNLP 2023
Compositional Mathematical Encoding for Math Word Problems
ACL 2023
Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation
EMNLP 2023
Donβt be Blind to Questions: Question-Oriented Math Word Problem Solving
AACL 2023
Analogical Math Word Problems Solving with Enhanced Problem-Solution Association
EMNLP 2022
MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving
NAACL 2022
Solving Math Word Problems with Teacher Supervision
IJCAI 2021
Data-Efficient Language Shaped Few-shot Image Classification
EMNLP 2021