5 papers
Script Gap: Evaluating LLM Triage on Indian Languages in Native vs Romanized Scripts in a Real World Setting
Manurag Khullar, Utkarsh Desai, Poorva Malviya +2
Large Language Models (LLMs) are increasingly deployed in high-stakes clinical applications in India. Speakers of Indian languages frequently communicate using romanized text rathe…
Group Deliberation Oriented Multi-Agent Conversational Model for Complex Reasoning
Zheyu Shi, Dong Qiu, Shanlong Yu
This paper proposes a group deliberation oriented multi-agent conversational model to address the limitations of single large language models in complex reasoning tasks. The model…
RescueLens: LLM-Powered Triage and Action on Volunteer Feedback for Food Rescue
Naveen Raman, Jingwu Tang, Zhiyu Chen +4
Food rescue organizations simultaneously tackle food insecurity and waste by working with volunteers to redistribute food from donors who have excess to recipients who need it. Vol…
Resolving UnderEdit & OverEdit with Iterative & Neighbor-Assisted Model Editing
Bhiman Kumar Baghel, Emma Jordan, Zheyuan Ryan Shi +1
Large Language Models (LLMs) are widely deployed in downstream tasks, but keeping their knowledge up-to-date via retraining or fine-tuning is often computationally expensive. Model…
Contextual Budget Bandit for Food Rescue Volunteer Engagement
Ariana Tang, Naveen Raman, Fei Fang +1
Volunteer-based food rescue platforms tackle food waste by matching surplus food to communities in need. These platforms face the dual problem of maintaining volunteer engagement a…