Method Drift›LLM reasoning / chain-of-thought
Superseded baseline#555 of 772 most-superseded
pruning-based CoT refinement
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superseded — cited as a baseline and beaten by newer methods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 pruning-based CoT refinement as a baseline.
“merely pruning redundant or erroneous steps does not ensure accurate knowledge usage in the core thought”
— CoT-Evo: Evolutionary Distillation of Chain-of-Thought for Scientific Reasoning
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- Oct 15, 2025