{"slug": "prompt-driven-tool-calling-for-lightweight-open-source-llms-ais2c2-2025-paper", "title": "Prompt-Driven Tool-Calling for Lightweight Open Source LLMs (AIS2C2 2025 Paper)", "summary": "Researchers at AIS2C2 2025 presented a prompt-driven tool-calling framework enabling lightweight open-source LLMs to perform complex multi-step tasks, reducing reliance on large proprietary models and lowering compute requirements.", "body_md": "Hi Hugging Face community\n\nI’m excited to share my recent research work published at AIS2C2 2025.\n\nPaper: Prompt-Driven Tool-Calling for Lightweight Open Source LLMs\n\nThis research explores how **lightweight open-source LLMs** can perform complex tasks using a **prompt-driven tool-calling framework**, without relying on large proprietary models.\n\nProblem Statement\n\nMost small LLMs struggle with:\n\n- Multi-step reasoning\n- Tool usage (APIs, calculators, search tools)\n- Complex task decomposition\n\nLarge models solve this, but they are expensive and not always deployable.\n\nProposed Idea\n\nWe introduce a **prompt-driven approach** that enables LLMs to:\n\n- Decide when to use tools\n- Select appropriate tools dynamically\n- Chain multiple reasoning steps\n- Reduce dependency on large models\n\nKey Benefits\n\n- Works with lightweight open-source LLMs\n- Reduces compute requirements\n- Enables AI agent-like behavior\n- Practical for real-world deployment\n\nPaper Link\n\n[https://www.aiscindia.co.in/wp-content/uploads/2026/06/ilovepdf_merged-4.pdf](https://www.aiscindia.co.in/wp-content/uploads/2026/06/ilovepdf_merged-4.pdf)\n\nLooking for Feedback\n\nI would love feedback from the community on:\n\n- Better tool-calling strategies\n- Improvements for lightweight agents\n- Open-source implementations\n\nThank you!", "url": "https://wpnews.pro/news/prompt-driven-tool-calling-for-lightweight-open-source-llms-ais2c2-2025-paper", "canonical_source": "https://discuss.huggingface.co/t/prompt-driven-tool-calling-for-lightweight-open-source-llms-ais2c2-2025-paper/176978#post_1", "published_at": "2026-06-19 09:47:44+00:00", "updated_at": "2026-06-19 10:14:00.595316+00:00", "lang": "en", "topics": ["large-language-models", "ai-agents", "ai-research", "natural-language-processing", "ai-tools"], "entities": ["AIS2C2", "Hugging Face"], "alternates": {"html": "https://wpnews.pro/news/prompt-driven-tool-calling-for-lightweight-open-source-llms-ais2c2-2025-paper", "markdown": "https://wpnews.pro/news/prompt-driven-tool-calling-for-lightweight-open-source-llms-ais2c2-2025-paper.md", "text": "https://wpnews.pro/news/prompt-driven-tool-calling-for-lightweight-open-source-llms-ais2c2-2025-paper.txt", "jsonld": "https://wpnews.pro/news/prompt-driven-tool-calling-for-lightweight-open-source-llms-ais2c2-2025-paper.jsonld"}}