Method Drift›LLM reasoning / chain-of-thought
Superseded baseline#476 of 772 most-superseded
multi-teacher CoT aggregation
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superseded — cited as a baseline and beaten by newer methods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 multi-teacher CoT aggregation as a baseline.
“multi-teacher framework increases diversity but lacks the flexibility to refine the internal logic of CoTs at a fine-grained level”
— 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Recent methods in the same sub-problem, not yet superseded in the knowledge base.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