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Jinxuan Xu

4 accepted papers

2025

A Survey of Uncertainty Estimation Methods on Large Language Models

ACL 2025finding

Large language models (LLMs) have demonstrated remarkable capabilities across various tasks. However, these models could offer biased, hallucinated, or non-factual responses camouflaged by their fluency and realistic appearance. Uncertainty estimation is the key method to address this challenge. Whi…

Cited by 0SourcePDFScholar
2025

VISIAR: Empower MLLM for Visual Story Ideation

ACL 2025finding

Ideation, the process of forming ideas from concepts, is a big part of the content creation process. However, the noble goal of helping visual content creators by suggesting meaningful sequences of visual assets from a limited collection is challenging. It requires a nuanced understanding of visual…

2024

RT-Grasp: Reasoning Tuning Robotic Grasping via Multi-modal Large Language Model

IROS 2024poster

Recent advances in Large Language Models (LLMs) have showcased their remarkable reasoning capabilities, making them influential across various fields. However, in robotics, their use has primarily been limited to manipulation planning tasks due to their inherent textual output. This paper addresses…

Cited by 6SourceScholar