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Author

Xiangyu Zhang

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2025

Predictable Scale (Part II) - Farseer: A Refined Scaling Law in LLMs

This work introduces Farseer, a novel and refined scaling law offering enhanced predictive accuracy across scales, and provides new insights into optimal compute allocation, better reflecting the nuanced demands of modern LLM training.

Houyi Li, Wen-Zheng Zheng, Qiufeng Wang et al. · 4 citations · ⚡1
Jul 2026

ParaASR: Multi-Token Prediction for Fast and Long-Context LLM-Based Speech Recognition

ParaASR is introduced, an ASR system that leverages Multi-Token Prediction (MTP) to let a 4B LLM decoder emit multiple tokens per forward step and shows that decoder scaling, low-latency inference, and long-context transcription need not be competing goals when future-token proposals are anchored by the acoustic signal...

Qing-Jian Lin, Yuxin Li, Haoyang Zhang et al. · 2 citations

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