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Scope3Trace achieves high accuracy in extracting Scope 3 emissions data while providing transparent evidence grounding, revolutionizing how we analyze corporate carbon footprints.
Calibration-data composition can dramatically enhance quantization performance, with 3.5-bit models outperforming traditional 4-bit baselines by over 20 points.
A single adaptive framework can boost the efficiency of zeroth-order optimization by up to 3x without increasing memory usage.
Parameter importance isn't forever: dynamically adapting which parameters are frozen during fine-tuning significantly improves generalization and reduces forgetting in LLMs.