Beyond Confidence: The Rhythms of Reasoning in Generative Models | ScienceToStartup | ScienceToStartup

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References (30)

[1]

An overview of model uncertainty and variability in LLM-based sentiment analysis: challenges, mitigation strategies, and the role of explainability

2025David Herrera-Poyatos, Carlos Pel'aez-Gonz'alez et al.

[2]

Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study

2025Aryan Agrawal, Lisa Alazraki et al.

[3]

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Beyond Confidence: The Rhythms of Reasoning in Generative Models

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References (30)

Founder's Pitch

"Token Constraint Bound: A new metric for assessing the robustness of large language models' predictions against context variations."

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Beyond Confidence: The Rhythms of Reasoning in Generative Models

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