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cs.LG2025
FastMTP: Accelerating LLM Inference with Enhanced Multi-Token Prediction
Yuxuan Cai, Xiaozhuan Liang, Xinghua Wang +7
As large language models (LLMs) become increasingly powerful, the sequential nature of autoregressive generation creates a fundamental throughput bottleneck that limits the practic…
cs.IR2025
TFRank: Think-Free Reasoning Enables Practical Pointwise LLM Ranking
Yongqi Fan, Xiaoyang Chen, Dezhi Ye +6
Reasoning-intensive ranking models built on Large Language Models (LLMs) have made notable progress. However, existing approaches often rely on large-scale LLMs and explicit Chain-…