Dual-stream EEG decoder separates identity and orientation to support 3D reconstruction from neural signals via circular regression and conditioned diffusion.
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A first-place SemEval-2026 system shows LLMs excel at static affect prediction from text, but short-term affective forecasting is better modeled by recent numeric trajectories than textual semantics.
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