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04:00
2026-06-30
arxiv.org
large-language-models

Data and Evaluation Closed-Loop for Model Capability Enhancement

Researchers introduced a 'capability slice' unit and a closed-loop system that links evaluation failures to targeted data interventions in LLM pre-training. In two case studies, the system correctly i…

04:00
2026-05-27
arxiv.org
artificial-intelligence

SPEAR: Code-Augmented Agentic Prompt Optimization

Researchers introduced SPEAR (Sandboxed Prompt Engineer with Active Roll-back), a code-augmented agentic optimizer that autonomously rewrites prompts using a Python sandbox for structural error analys…

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