- ๐ฑ Currently learning Artificial Intelligence
- ๐ฌ Passionate about LLMs ยท AI Agents ยท Tool Calling ยท Generative AI
- ๐ฌ Ask me about Python, Machine Learning, Java, Deep Learning, SQL, C
- ๐ซ Reach me at yaduvanshi2000pawan@gmail.com
Prompt-Driven Tool-Calling for Lightweight Open Source LLMs
Conference: 3rd International Conference on Artificial Intelligence and Sustainable Computing for Smart Cities (AIS2C2 2025)
Author: Pawan Yadav ยท Pages: 493โ497 ยท ISBN: 978-93-94086-43-2
What problem does this research address?
As Large Language Models become more capable, one major challenge remains: how can smaller, open-source LLMs perform complex tasks without requiring massive computational resources?
This research explores a prompt-driven tool-calling framework that enables lightweight open-source LLMs to:
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Use external tools effectively
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Perform multi-step reasoning workflows
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Reduce dependence on large proprietary models
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Move us closer to practical, cost-efficient AI agents in resource-constrained environments
I strongly believe the future of AI is not just about bigger models โ it's about making intelligence more accessible, efficient, and deployable in the real world.
#ArtificialIntelligence #LLM #AIAgents #ToolCalling #OpenSourceAI #PromptEngineering #GenerativeAI #MachineLearning #DeepLearning #AIResearch #AIEngineer












