Source: The Lord of the Rings - Wikipedia

Caveat: the maps below are likely wrong. Please don't use them as examples of good concept maps. They're only shared publicly to document the tool's evolution.

First Try

The Lord of the Rings - A concept map by LLMapper

A good first try!

Second Try

The Lord of the Rings - A concept map by LLMapper

Disappointing – there’s still a ‘multiple origin point’ problem here. (Although it’s not as bad as in the past.)

Third Try

The Lord of the Rings - A concept map by LLMapper

In general, maps are coming out better than in the past.

Comments

I may be hitting diminishing returns with this approach. The LLM doesn’t seem to keep track of relationships between concepts.

Changes

Started using GPT-4 Turbo for the initial prompt. Given the larger context window, I removed the tokenizer.

Specifically instructed the initial prompt to treat the main subject of the article as the first concept in the list. (This, in service to trying to eradicate the ‘multiple origin points’ problem.)