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To implement a custom training set with dynamic masking using modern frameworks, you can leverage libraries like [Hugging Face Transformers](https://hugging face.co) or toolsets available via Sketch Engine for corpus building.

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Research on zero-shot rationale extraction combines Top-k Attention with RoBERTa. The system uses a Compositional Soft Attention architecture where k=50% (keeping only half the keys) to drastically speed up classification while maintaining high token-level F1 scores.

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It naturally ranks items by predicted preference ( \hatr_ui = u_u v_i^\top ), and the confidence weighting prevents over‑counting negative signals.

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