Instructions trigger a production-centered mechanism in language models, with task-specific information stable in input tokens but varying strongly in output tokens and correlating with behavior.
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A survey of argumentation mining techniques that reviews models from structured text to social media and proposes a flexible conceptual architecture framework for social media data.
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Instructions Shape Production of Language, not Processing
Instructions trigger a production-centered mechanism in language models, with task-specific information stable in input tokens but varying strongly in output tokens and correlating with behavior.
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The evolution of argumentation mining: From models to social media and emerging tools
A survey of argumentation mining techniques that reviews models from structured text to social media and proposes a flexible conceptual architecture framework for social media data.