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Posts tagged interpretability

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LLMsSep 7, 20261 min read

Circuit overlap predicts LLM generalization across arithmetic formats

Research shows that overlap with internal circuits in LLMs can predict their ability to generalize arithmetic reasoning across different formats and languages.

From arXiv cs.CL

LLMsSep 7, 20261 min read

Analysis of calibration issues in language model verdicts and internal knowledge

A 0.6B language model's behavior was examined, revealing calibration failures where internal verdicts are misaligned with output logits, affecting accuracy and interpretability.

From arXiv cs.CL

LLMsSep 7, 20261 min read

Insights into how training influences audio evidence use in Audio LLMs

The study examines internal changes in Audio LLMs when trained on data that requires audio for answer determination, highlighting how acoustic information impacts model representations and predictions.

From arXiv cs.CL

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