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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Keizo Kato

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Book Open access Aug 2026

Kozuchi Agent: A Language-Agnostic Open-Weight Agent for Software Repair

Kozuchi Agent, a language-agnostic open-weight repair agent and CI-operated evaluation pipeline, is presented, showing that the remaining gap is primarily semantic correctness and selection rather than edit formatting or proprietary-model access.

M. Bahrami, Kosaku Kimura, Satoshi Munakata et al. · 0 citations
#small language model Open access Aug 2026

Confidence-aware pseudo-label selection and verifier training for semi-supervised LLM reasoning with minimal labels

An adaptive threshold selection policy that chooses thresholds on validation data using pseudo-label precision and sample count is introduced and is combined with confidence-aware verifier training to support confidence-based selection of pseudo-labeled subsets.

Keizo Kato, Chen-Hui Chu, Yugo Murawaki et al. · 0 citations

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