New ask Hacker News story: Novel Logic-Enhanced LLM for Improved Symbolic Reasoning

Novel Logic-Enhanced LLM for Improved Symbolic Reasoning
3 by N3Xxus_6 | 0 comments on Hacker News.
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://ift.tt/AGKrW0y

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