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// recent coverage 3 mentions

00:26

2026-06-30

discuss.huggingface.co

large-language-models

[Research] From Functional Geometry to Dynamic Grammar: New LIMEN Audits (V23–V24) Across 7 Architectures

Independent researcher LIMEN project finds that Transformer models follow a universal dynamic grammar of seven conserved state transition motifs, with ambiguity delaying decisional engagement in moder…

01:30

2026-06-29

discuss.huggingface.co

large-language-models

I analyzed hidden-state dynamics across 7 open-weight LLMs and found recurring functional patterns. Looking for feedback

An independent researcher analyzed hidden-state dynamics across seven open-weight LLMs and found recurring functional patterns encoded in representation geometry rather than individual neurons, with f…

14:51

2026-06-15

discuss.huggingface.co

large-language-models

Cross-architectural runtime probability dynamics in transformer LLMs — two clusters not explained by parameter count

A new measurement framework reveals that eight open-source transformer LLMs partition into two distinct clusters based on runtime probability distribution dynamics, with an order-of-magnitude gap in G…

// co-occurs with top 8 entities

GPT-2 3 Phi-1.5 3 TinyLlama 2 DistilGPT2 2 Llama-3.2-1B 2 DistilGPT-2 1 Pythia 1 Qwen 1

// topics top 6 topics

large language models 3 machine learning 3 artificial intelligence 2 ai research 2 ai safety 1 neural networks 1