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27 Aug

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Patient Health Predictor Agent

This AI agent uses predictive analytics to foresee patient outcomes with remarkable accuracy. By examining historical data, these agents can predict the likelihood of readmissions, complications, or the progression of diseases. These predictions enable healthcare providers to make proactive interventions, thereby improving patient care and optimizing resource allocation.
Predictive analytics…

4 Sep

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SELF-RAG: LEARNING TO RETRIEVE, GENERATE, AND CRITIQUE THROUGH SELF-REFLECTION

Large language models (LLMs) often generate inaccurate responses due to their reliance on parametric knowledge alone. A new framework called Self-Reflective Retrieval-Augmented Generation (SELF-RAG) enhances LLMs’ quality and factuality through on-demand retrieval and self-reflection. SELF-RAG trains a single LM to adaptively retrieve relevant passages, generate outputs, and critique its own gener…

4 Sep

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OSWORLD: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

Autonomous agents capable of executing complex computer tasks with minimal human intervention have the potential to revolutionize human-computer interaction, significantly enhancing accessibility and productivity. OSWORLD, a scalable real computer environment, supports task setup, execution-based evaluation, and interactive learning across various operating systems, enabling the development of mul…

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