Hacker News

Neuro-Symbolic Logic Enhancement for LLMs

Hacker News - Wed, 04/09/2025 - 7:58pm

I’m experimenting with a novel approach that integrates symbolic logic directly into a transformer’s attention mechanism. By using a custom spaCy-based logic parser, I generate a “logic mask” that guides the self-attention layers to focus on logical constructs. In preliminary tests with a fine-tuned LLaMA 3 8B model, this method has shown promising improvements on symbolic reasoning tasks (e.g., achieving around 62% on the FOLIO dataset). I’m eager to hear thoughts and suggestions from the community on further refining this approach. Also please note I don’t have a PhD nor masters in machine learning. Happy to take any criticism good or bad. :)

https://marqcodes.com/logicEnhanced.html

Comments URL: https://news.ycombinator.com/item?id=43639273

Points: 1

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Categories: Hacker News

Luminous Lullabies – ID

Hacker News - Wed, 04/09/2025 - 7:57pm

Article URL: https://soundcloud.com/zalvix/demo01

Comments URL: https://news.ycombinator.com/item?id=43639264

Points: 1

# Comments: 1

Categories: Hacker News

Show HN: Robot that can autonomously peel off protective film from adhesive tape

Hacker News - Wed, 04/09/2025 - 7:52pm

We made robot arm that can peel off protective film from adhesive tape

Comments URL: https://news.ycombinator.com/item?id=43639230

Points: 1

# Comments: 0

Categories: Hacker News

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