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cs.CL2024
CAMPHOR: Collaborative Agents for Multi-input Planning and High-Order Reasoning On Device
Yicheng Fu, Raviteja Anantha, Jianpeng Cheng
While server-side Large Language Models (LLMs) demonstrate proficiency in function calling and complex reasoning, deploying Small Language Models (SLMs) directly on devices brings…
cs.CL2024
UI-JEPA: Towards Active Perception of User Intent through Onscreen User Activity
Yicheng Fu, Raviteja Anantha, Prabal Vashisht +2
Generating user intent from a sequence of user interface (UI) actions is a core challenge in comprehensive UI understanding. Recent advancements in multimodal large language models…
cs.CL2024
Applying RLAIF for Code Generation with API-usage in Lightweight LLMs
Sujan Dutta, Sayantan Mahinder, Raviteja Anantha +1
Reinforcement Learning from AI Feedback (RLAIF) has demonstrated significant potential across various domains, including mitigating harm in LLM outputs, enhancing text summarizatio…