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Ensemble Diversity Optimization for Subjective Supervision

cs.LG · 2026-07-09 · conditional · novelty 6.0

Ensemble Diversity Optimization jointly learns ensemble weights, size, and a signed diversity regularizer, substantially improving calibration to annotator distributions on subjective text classification.

BoolXLLM: LLM-Assisted Explainability for Boolean Models

cs.AI · 2026-05-12 · unverdicted · novelty 6.0

BoolXLLM augments an existing Boolean rule learner with LLMs for feature selection, discretization thresholds, and natural-language rule translation to improve interpretability while preserving accuracy.

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  • BoolXLLM: LLM-Assisted Explainability for Boolean Models cs.AI · 2026-05-12 · unverdicted · none · ref 14

    BoolXLLM augments an existing Boolean rule learner with LLMs for feature selection, discretization thresholds, and natural-language rule translation to improve interpretability while preserving accuracy.