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A Multilingual Analysis of Mathematical (Un)Solvability Detection in LLMs

A multilingual benchmark of solvable and unsolvable math problems, showing that higher-resource languages like English flag unsolvable problems less faithfully.

Accepted at MRL Workshop @ EMNLP 2026.

Disentangling Knowledge and Verbalization in LLMs

Paper showing that LLMs encode knowing a math problem is unsolvable separately from saying so, as distinct linearly decodable directions.

Contrastive Routing for Mixture-of-Experts

Instead of routing on absolute magnitude, CoRM contrasts each token against an EMA of the layer's hidden states, concentrating the routing signal onto a low-dimensional separable subspace.

Accepted at EMNLP 2026 (Main).

Vision and Language Representational Alignment

Master's Thesis

Exploring cross-modal representations between text and images using CLIP and DINOv2 models.

Multimodal Sentiment Analysis

Segregate, Refine, Integrate: Decomposing Multimodal Fusion for Sentiment Analysis

Accepted at Interspeech 2026.

SpiRob Robot Modeling

Project developed during summer internship at USTC, China. I developed a neural network–based dynamic modeling and control integration for a novel soft robot.