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DeepStudy R6 Many-Author Attention Study

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Methodology of Grounded Attention

Grounded Attention Mechanism

Sources

1 Method Queries attend to keys while values carry evidence-linked representations through the model. Every reported claim is tied to text extracted from this owned PDF.

1 Method Queries attend to keys while values carry evidence-linked representations through the model. Every reported claim is tied to text extracted from this owned PDF.

Under the grounded attention paradigm, the interaction between queries, keys, and values is designed to preserve source evidence. Specifically, queries attend to keys, while the values are responsible for carrying evidence-linked representations directly through the layers of the model.

Sources

1 Method Queries attend to keys while values carry evidence-linked representations through the model. Every reported claim is tied to text extracted from this owned PDF.

1 Method Queries attend to keys while values carry evidence-linked representations through the model. Every reported claim is tied to text extracted from this owned PDF.

Key Mechanism

By routing evidence-linked representations through the value vectors, the model ensures that the output representations remain grounded in the original source text.

Sources

1 Method Queries attend to keys while values carry evidence-linked representations through the model. Every reported claim is tied to text extracted from this owned PDF.

1 Method Queries attend to keys while values carry evidence-linked representations through the model. Every reported claim is tied to text extracted from this owned PDF.