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Meaning Machine – Visualize how LLMs break down and simulate meaning

(meaning-machine.streamlit.app)
114 points jdspiral | 2 comments | 22 Apr 25 22:55 UTC | HN request time: 0s | source
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jdspiral ◴[22 Apr 25 22:55 UTC] No.43767059[source]▶
I built a tool called Meaning Machine to let you see how language models "read" your words.

It walks through the core stages — tokenization, POS tagging, dependency parsing, embeddings — and visualizes how meaning gets fragmented and simulated along the way.

Built with Streamlit, spaCy, BERT, and Plotly. It’s fast, interactive, and aimed at anyone curious about how LLMs turn your sentence into structured data.

Would love thoughts and feedback from the HN crowd — especially devs, linguists, or anyone working with or thinking about NLP systems.

GitHub: https://github.com/jdspiral/meaning-machine Live Demo: https://meaning-machine.streamlit.app

replies(2): >>43769915 #>>43780978 #
1. selfhoster11 ◴[24 Apr 25 10:15 UTC] No.43780978[source]▶
I''m getting an error message with Streamlit: You do not have access to this app or it does not exist
replies(1): >>43781570 #
2. jdspiral ◴[24 Apr 25 11:45 UTC] No.43781570[source]▶
I moved the app, it’s now tokenizer-machine.streamlit.app.