Description
Feature request
Cross-reference from the zeroshot doc to the guided doc (and vice versa).
Add a short explainer of the differences between zeroshot and guided.
Motivation
Two reasons:
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I used zeroshot topic modeling and only later found that there is a very similar approach that I would have like to have known earlier. It would be good if users would be cross-referenced to alternative approaches (from zeroshot to guided and from guided to zeroshot) when reading the documentation.
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Also, I found it not easy to compare these approaches as there is no explicit comparison in the docs between these two approaches. An explicit comparison would make it easier for users to understand the differences between zeroshot and guided.
Your contribution
This guide would go into the docs/getting_started/guided/guided.md markdown file:
!!! Note
Difference between Zero-shot and Guided BERTopic:
Guided BERTopic is similar - yet not equivalent - to [Zeros-shot Topic Modeling](https://maartengr.github.io/BERTopic/getting_started/zeroshot/zeroshot.html).
Use Guided BERTopic to boost certain keyword's importance. Use [Zeros-shot Topic Modeling](https://maartengr.github.io/BERTopic/getting_started/zeroshot/zeroshot.html) to try to categorize documents into predefined topics ("zero-shot topics") before the clustering the remaining, unclassified documents, using the default unsupervised BERTopic topic exploration algorithm.
This guide would go into the docs/getting_started/zeroshot/zeroshot.md markdown file:
!!! Note
Difference between Zero-shot and Guided BERTopic:
Zeros-shot Topic Modeling is similar - yet not equivalent - to [Guided BERTopic](https://maartengr.github.io/BERTopic/getting_started/guided/guided.html). Use [Guided BERTopic](https://maartengr.github.io/BERTopic/getting_started/guided/guided.html) to boost certain keyword's importance. Use [Zeros-shot Topic Modeling](https://maartengr.github.io/BERTopic/getting_started/zeroshot/zeroshot.html) to try to categorize documents into predefined topics ("zero-shot topics") before the clustering the remaining, unclassified documents, using the default unsupervised BERTopic topic exploration algorithm.