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arXiv11h ago
5.3

SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks

Tianyi Wang, Yixia Li, Long Li, Yibiao Chen, Shaohan Huang, Yun Chen, Peng Li, Yang Liu, Guanhua Chen

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty8/10
Categorypaper
Topics
rlreasoningtraining

Opportunity Brief

Implement Sequence-Level PPO to stabilize LLM training for long reasoning tasks without the overhead of heavy critic models. This addresses a major bottleneck in open-source reasoning model fine-tuning.

Suggested repo: sppo-llm

"Reasoning models that don't lose their train of thought—now with stable RL."

Estimated effort: 80h