I had a conversation with chatGPT about a possibly new approach to AI text generation, I’m wondering if it would make an interesting experiment

Exploring a Novel Approach to AI Text Generation: Could Pure Machine Learning Create Language from Scratch?

As artificial intelligence continues to evolve, researchers and enthusiasts alike are constantly exploring innovative methods to enhance language models. Recently, I engaged in a thought-provoking discussion about a potential experimental approach that challenges conventional AI text generation techniques. Although my background isn’t deeply rooted in mathematics, machine learning, or artificial intelligence, I believe this idea warrants consideration and could open new avenues for AI research.

The Core Concept: Training a Model to Generate Text from Absolute First Principles

The fundamental idea revolves around training a machine learning model to produce text entirely through learning, without relying on pre-existing language datasets. The approach can be summarized as follows:

• Generation of Nonsensical Outputs: The system would initially produce random or gibberish words.

• Evaluation by a Language Model: A large language model (LLM) would then analyze the generated text to assess its coherence or sense.

• Reward Mechanism: Based on the analysis, the system would receive a reward if the generated words form logical or meaningful sequences, thus guiding it to improve over time.

This cyclical process resembles a form of reinforcement learning but applied in a more raw and fundamental manner—essentially, teaching a model to develop language “from scratch” through self-guided feedback.

Potential for Emergence of Language and Reasoning

One of the most exciting prospects of this approach is the possibility of observing emergent language or reasoning abilities developing within the model. Rather than training on vast corpora of existing text, this method relies on the model’s capacity to develop its own internal structures and conventions for communication—potentially leading to novel forms of language or insights into how language might emerge naturally.

The Conversation and Further Insights

I documented this idea in a recent conversation with ChatGPT, which you can review here: https://chatgpt.com/share/69300de3-77e0-8000-af7d-1f91d8a91599. While I lack formal expertise in the mathematical or technical aspects, I find the concept fascinating and endlessly creative.

Is This Feasible or Just Nonsense?

Admittedly, my understanding is limited, and I’m curious whether this approach is fundamentally flawed, has been tried before, or