technique

logistic regression probes

techniqueactiveprovisionallogistic-regression-probes-cb576a85·1 events·first seen 21d ago

Aliases: logistic regression probes

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C4STYLI large language models Hong Kong Chinese Mainland

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probing classifiers logistic-normal distribution hidden state probing paired-scenario forced-choice probe Reverse Probing Log Probability Bias Analysis Kolmogorov Regression for Robust Diffusion Policies Probe Trajectories reward-induced maximum likelihood leave-one-out baseline gated demographic residual model TF-IDF + Logistic Regression

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4arXiv · cs.CL·21d ago·source ↗

C4STYLI Benchmark: Probing Cultural Aesthetic Stylistics Awareness in LLMs

Researchers introduce C4STYLI, a benchmark of stylized translated movie titles and advertising slogans from Hong Kong and mainland China, designed to evaluate LLMs on cross-cultural aesthetic stylistics. Evaluations reveal that LLMs diverge from human stylistic recognition, with recognition ability varying by text domain and not consistently predicting generation performance. Structural ablation using logistic regression probes shows that LLMs in the Hong Kong setting rely on surface-level linguistic cues rather than deeper stylistic structure, indicating limited cultural sensitivity.

Evaluation and Benchmarking C4STYLI large language models logistic regression probes +2 more