Shapley value analysis identifies powerful adjectives that steer MMLU performance in model-family-specific patterns, with non-additive interactions emerging in larger models.
arXiv preprint arXiv:2411.12405 (2025)
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Bridging-inference knowledge graphs capture discourse-level semantic links that yield more coherent and stable LLM persona identification than lexical or stylistic baselines.
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Investigating Linguistic Steering: An Analysis of Adjectival Effects Across Large Language Model Architectures
Shapley value analysis identifies powerful adjectives that steer MMLU performance in model-family-specific patterns, with non-additive interactions emerging in larger models.
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The Pragmatic Persona: Discovering LLM Persona through Bridging Inference
Bridging-inference knowledge graphs capture discourse-level semantic links that yield more coherent and stable LLM persona identification than lexical or stylistic baselines.