---
title: "Discussion on \"Does a Wider Embedding Space Help More on Diverse Data?\" | Hashnode"
description: "Discussion on \"Does a Wider Embedding Space Help More on Diverse Data?\". Exploring model width, topic diversity, and next-token prediction with a small GPT model"
url: "https://hashnode.com/posts/does-a-wider-embedding-space-help-more-on-diverse-data/6a5db9d3f82775a6c27463d9"
---

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# [Does a Wider Embedding Space Help More on Diverse Data?](https://curious-pm.hashnode.dev/does-a-wider-embedding-space-help-more-on-diverse-data?utm_source=hashnode&utm_medium=feed)

Exploring model width, topic diversity, and next-token prediction with a small GPT model

Jul 20 · 7 min read · curious-pm.hashnode.dev  
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-   [#deeplearning](https://hashnode.com/tag/deeplearning)
-   [#llm](https://hashnode.com/tag/llm)
-   [#embedding](https://hashnode.com/tag/embedding)
-   [#transformers](https://hashnode.com/tag/transformers)

## Written by

[Aman Jain](https://hashnode.com/@aman454)

@aman454 · San Francisco, USA

  
[View profile](https://hashnode.com/@aman454)

LLM enthusiast

Product manager learning to build AI from the inside out — from LLM architecture to product applications.

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