Collaboration Inquiry – Industrial LLM Engineer Seeking Research Partnership

Dear RUCAIBox / LLM Survey team,

I have been following your influential survey on Large Language Models and the RUCAIBox team's research very closely. Your systematic review of LLMs has been invaluable to my engineering practice.

I'm an algorithm engineer at a major Chinese fintech company, working on:

• LLM-based conversational quality inspection for financial customer service at scale
• Dialogue intent recognition, multi-label classification, and slot filling
• LLM fine-tuning, deployment, and inference optimization in production

What I can offer:

• Real-world Chinese financial dialogue datasets with rich annotations
• Engineering expertise: model training, fine-tuning, quantization, and deployment
• Industry compute resources and infrastructure

My request: I'm interested in contributing to one of your ongoing research projects — through engineering implementation, dataset contribution, or experimental support. First authorship is not my goal; I simply hope to contribute meaningfully and be acknowledged as a collaborator.

Feel free to reach me at: [email protected]

Best regards, litterairplane