Beyond Solo: Enhancing LLMs through Collaborative Dialogue with GAN-Inspired Approaches
This proposal is in multiple languages, click here to see it in Italian
Tired of LLMs giving below expectations results? We’re making them talk together! By pairing two LLMs in a GAN-inspired dialogue, we refine outputs and truly discover the user needs. It’s like a brainstorming session for AI, leading to better, more accurate results.
LLMs have demonstrated impressive capabilities, but often struggle with not strongly defined requests and generating high-quality output. This talk explores a novel approach to address these limitations by leveraging the principles of GANs in a multi-turn dialogue setting. We propose a framework where two LLMs engage in a conversational exchange, acting as both “generator” and “discriminator,” to iteratively refine responses and better understand the user’s underlying needs. This can be achieved in an automated manner or with human intervention, allowing for greater control and improved results. We will deep dive into the design of such a system, discuss its potential benefits (e.g., improved accuracy, reduced ambiguity, enhanced creativity), and explore the challenges of implementing and evaluating this collaborative LLM approach.
Nicola Guglielmi
My journey in IT began when I was a child, turning on my first computer. It was a starting point that led me to explore many aspects of the computer and technology world. I was always fascinated by the possibilities that technology offered, and I was eager to learn more. I began to focus on cloud computing. I was drawn to the scalability, flexibility, and affordability of cloud-based solutions. I started using Google Cloud Platform, and I quickly became a passionate advocate for the platform. I began to share my knowledge of Google Cloud with others. I started writing blog posts and articles, and I gave presentations at conferences and meetups. I also became a Google Cloud Authorized Trainer, and I began teaching others how to use at best Google Cloud Platform. My passion for technology, the dissemination of knowledge, and communities led me to lead a GDG community in my city. I am proud to be a part of this community, and I am committed to helping others learn about technology.