Backtracking isn't a silver bullet for LLM reasoning.
Our work shows when it helps, when it hurts, and why.
If you’re training models to reason—especially with RL—how you teach them to search matters!
Check out our paper 👉 arxiv.org/abs/2504.07052 🙏📄
arxiv.org
To Backtrack or Not to Backtrack: When Sequential Search Limits Model Reasoning
Recent advancements in large language models have significantly improved their reasoning abilities, particularly through techniques involving search and backtracking. Backtracking naturally scales tes...