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Attention-Aware Routing (AAR), which augments the router with temporal and spectral features extracted from a sliding window of attention weights that represent a summary of the model's contextual state, disentangled from the hidden state, is proposed.
A unified evaluation framework testing gradient and loss-based balancing strategies under controlled settings, and a theoretical diagnosis explaining why these methods fail, as they conflate fitting speed with discriminative contribution are provided.
A data curation recipe that transforms audiobook recordings into TTS-ready data via WhisperX alignment and filtering is proposed, and Parler-TTS (880M), a prompt-based multilingual model whose pre-training encodes phonetic priors transferable to Greek is fine-tune.
This work introduces a framework for automatic annotation of reasoning steps through the lens of Bloom's Taxonomy, which classifies thinking into six cognitive levels, such as Remembering, Applying and Evaluating, and demonstrates that thinking-type information derived from reasoning traces correlates with correctness,...
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