How Should LLMs Consume High-Quality Data? Optimal Data Scheduling via Quality-Aware Functional Scaling Laws

Inference

{"file name": "input.pdf", "number of pages": 28, "author": "Zhitao Zhu; Xili Wang; Shizhe Wu; Jiawei Fu; Xiaoqing Liu", "title": "How Should LLMs Consume High-Quality Data? Optimal Data Scheduling via Quality-Aware Functional Scaling Laws", "creation date": null, "modification date": null, "kids": []}

Hardware

{"file name": "input.pdf", "number of pages": 28, "author": "Zhitao Zhu; Xili Wang; Shizhe Wu; Jiawei Fu; Xiaoqing Liu", "title": "How Should LLMs Consume High-Quality Data? Optimal Data Scheduling via Quality-Aware Functional Scaling Laws", "creation date": null, "modification date": null, "kids": []}