An encoding probe reconstructs transformer representations from acoustic, phonetic, syntactic, lexical and speaker features, showing independent syntactic/lexical contributions and training-dependent speaker effects.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Federated LoRA on TCNs for wireless interference suppression reduces per-round communication up to 20x while delivering 12.6% average BER improvement comparable to local adaptation.
citing papers explorer
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Beyond Decodability: Reconstructing Language Model Representations with an Encoding Probe
An encoding probe reconstructs transformer representations from acoustic, phonetic, syntactic, lexical and speaker features, showing independent syntactic/lexical contributions and training-dependent speaker effects.
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Federated Parameter-Efficient Adaptation for Interference Mitigation at the Wireless Edge
Federated LoRA on TCNs for wireless interference suppression reduces per-round communication up to 20x while delivering 12.6% average BER improvement comparable to local adaptation.