Method Drift›LLM reasoning / chain-of-thought
Superseded baseline#467 of 772 most-superseded
Monte Carlo Tree Search (MCTS) / MCTSr
LLM reasoning / chain-of-thought
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites Monte Carlo Tree Search (MCTS) / MCTSr as a baseline.
“While these approaches have progressed, they struggle with balancing exploration and exploitation, particularly in multi-step decision-making tasks”
— MC-NEST: Enhancing Mathematical Reasoning in Large Language Models leveraging a Monte Carlo Self-Refine Tree
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- May 19, 2026
- May 4, 2026