Method Drift›LLM reasoning / chain-of-thought
Superseded baseline#511 of 772 most-superseded
parameter merging frameworks
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superseded — cited as a baseline and beaten by newer methods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 parameter merging frameworks as a baseline.
“most existing merging frameworks typically assume a degree of orthogonality in parameter space and do not address the logical conflicts that arise when multiple teachers provide divergent reasoning paths for the same problem.”
— "The Whole Is Greater Than the Sum of Its Parts": A Compatibility-Aware Multi-Teacher CoT Distillation Framework
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- Oct 15, 2025