✨WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization
📝 Summary:
WebShaper synthesizes information-seeking datasets to address data scarcity for LLM agents. It uses a formalization-driven framework based on set theory and Knowledge Projections, enabling precise control over reasoning structure. This leads to state-of-the-art performance on open-sourced benchma...
🔹 Publication Date: Published on Jul 20
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2507.15061
• PDF: https://arxiv.org/pdf/2507.15061
• Project Page: https://huggingface.co/papers?q=Knowledge%20Projections%20(KP)
• Github: https://github.com/Alibaba-NLP/WebAgent
🔹 Models citing this paper:
• https://huggingface.co/Alibaba-NLP/WebShaper-32B
✨ Datasets citing this paper:
• https://huggingface.co/datasets/Alibaba-NLP/WebShaper
==================================
For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLM #AIAgents #DataGeneration #FormalMethods #NLP
📝 Summary:
WebShaper synthesizes information-seeking datasets to address data scarcity for LLM agents. It uses a formalization-driven framework based on set theory and Knowledge Projections, enabling precise control over reasoning structure. This leads to state-of-the-art performance on open-sourced benchma...
🔹 Publication Date: Published on Jul 20
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2507.15061
• PDF: https://arxiv.org/pdf/2507.15061
• Project Page: https://huggingface.co/papers?q=Knowledge%20Projections%20(KP)
• Github: https://github.com/Alibaba-NLP/WebAgent
🔹 Models citing this paper:
• https://huggingface.co/Alibaba-NLP/WebShaper-32B
✨ Datasets citing this paper:
• https://huggingface.co/datasets/Alibaba-NLP/WebShaper
==================================
For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLM #AIAgents #DataGeneration #FormalMethods #NLP