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Rui-Yu Li

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Preprint Aug 2026

MELLON - Multimodal Enhanced LLM for Online Navigation

Web navigation agents are capable of addressing various types of tasks on different websites. Current baselines on web navigation are either unimodal or lack strong reasoning abilities given multimodal inputs. Focusing on the WebShop benchmark, a real-world website simulation, we explore the alignment of text and image...

Rui-Yu Li, Hao-Yang Cai, Zhi-Tong Guo et al. · 0 citations
#natural language process... Preprint Aug 2026

Improving LLM-based Autonomous Web Agents with Filtering

DeBERTa-based and T5-based models that rank HTML elements by their relevance to the task and a zero-shot ColBERT-based retriever that is able to retrieve the ground-truth element with a recall of 0.52 on Mind2Web and 0.47 on WebArena are developed.

Zhi-Tong Guo, Jing Yu Koh, Rui-Yu Li · 0 citations
Preprint Aug 2026

Subjective Multi-Bias Detection with Large Language Models

This project delved into the pervasive challenge of bias detection within the text content by detecting three different types of multi-span biases in corpus WIKIBIAS with more than 4,000 sentence pairs from Wikipedia edits.

Rui-Yu Li, Zhi-Ying Zhu · 0 citations

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