Elliptic Toda and Ruijsenaars-Toda chains are special cases of the elliptic Ruijsenaars chain with derived r-matrix structures and gauge equivalences to XYZ spin chains.
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Fine-tuning codegen-mono on 500 synthetic-plus-reviewed Python examples produces 99% accuracy, 98.08% precision, 100% recall and 99.04% F1 for CWE detection.
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Elliptic Ruijsenaars-Toda and elliptic Toda chains: classical r-matrix structure and relation to XYZ chain
Elliptic Toda and Ruijsenaars-Toda chains are special cases of the elliptic Ruijsenaars chain with derived r-matrix structures and gauge equivalences to XYZ spin chains.
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Case Study: Fine-tuning Small Language Models for Accurate and Private CWE Detection in Python Code
Fine-tuning codegen-mono on 500 synthetic-plus-reviewed Python examples produces 99% accuracy, 98.08% precision, 100% recall and 99.04% F1 for CWE detection.