LLM reasoning / chain-of-thought
Transformer
TranSFormer: Slow-Fast Transformer for Machine Translation
Superseded baseline#29 of 772 most-superseded · first seen May 26, 2023
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 2 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating Transformer. Values are copied from the source paper's tables — verify against the cited paper.
SR² beats Transformer
66.63 vs 1.17
Sudoku-Extreme · [Sudoku-Extreme]
Selection, Reflection and Self-Refinement: Revisit Reasoning Tasks via a Causal LensREACT++ beats Transformer
20.7 vs 12.3
What to use instead
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.