Huginn-3.5B
PulseAugur coverage of Huginn-3.5B — every cluster mentioning Huginn-3.5B across labs, papers, and developer communities, ranked by signal.
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New research details quantization failures in looped transformers
Researchers have identified two critical failure modes in post-training quantization (PTQ) for looped transformers, which reuse weights across recurrence steps. The first, termed 'feedback exposure,' occurs when a quant…
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New method controls AI model dynamics for improved test-time performance
Researchers have developed a method to control the recurrent dynamics of AI models, enabling more reliable performance at test time. By measuring the model's dynamical regime, they can predict whether additional iterati…
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New Ignition Index metric measures global workspace dynamics in language models
Researchers have introduced the Ignition Index (I), a new metric designed to quantify global workspace dynamics within language models. This scalar metric operationalizes predictions from Global Workspace Theory (GWT) b…
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New LLA technique slashes Transformer cache size, boosting capacity
Researchers have developed Looped Latent Attention (LLA), a novel cache compression technique for looped, weight-tied Transformers. LLA exploits the structured, low-rank nature of the Key/Value (K/V) cache across recurr…