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When Better Means Less: Quantifying What Benchmarks Miss Between Model Generations. 2,310 controlled comparisons show GPT-5 series lost 6.7x creativity and gained 4.4x false refusals vs chatgpt-4o-latest — invisible to standard benchmarks.
Base Qwen/qwen:2.5-coder:1.5b model, fine-tuned for MAX performance on Agentic Tasks and Ecosystems. Surpassed Base Model on Python/Typescript Coding Workfoads.
From TextBlob to LLM Agents — sentiment model selection for B2B technical support with CSAT ground truth (ACL 2026 Industry Track). Paper, figures, aggregate results, poster & slides.