Science Consultant Agent
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Abstract (arXiv)
The Science Consultant Agent is a web-based Artificial Intelligence (AI) tool that helps practitioners select and implement the most effective modeling strategy for AI-based solutions. It operates through four core components: Questionnaire, Smart Fill, Research-Guided Recommendation, and Prototype Builder. By combining structured questionnaires, literature-backed solution recommendations, and prototype generation, the Science Consultant Agent accelerates development for everyone from Product Managers and Software Developers to Researchers. The full pipeline is illustrated in Figure 1.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 5 of its 15 references that are in the map. First posted on arXiv 18 Dec 2025.
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5 of 15 references.
References · 5
- 2021LoRA: Low-Rank Adaptation of Large Language Modelscited by 14,380
- 2015Distilling the Knowledge in a Neural Networkcited by 10,324
- 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,297
- 2020AutoGluon-Tabular: Robust and Accurate AutoML for Structured Datacited by 383
- 2024The rising costs of training frontier AI modelscited by 95
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