Method Drift›LLM reasoning / chain-of-thought
Superseded baseline#29 of 772 most-superseded
Transformer
TranSFormer: Slow-Fast Transformer for Machine TranslationLLM reasoning / chain-of-thought · 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superseded — cited as a baseline and beaten by newer methods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.
- REACT++: Efficient Cross-Attention for Real-Time Scene Graph Generation
REACT++ beats Transformer · mR@K [DTS]
20.7 vs 12.3
- Selection, Reflection and Self-Refinement: Revisit Reasoning Tasks via a Causal Lens
SR² beats Transformer · Sudoku-Extreme [Sudoku-Extreme]
66.63 vs 1.17
- Selection, Reflection and Self-Refinement: Revisit Reasoning Tasks via a Causal Lens
SR² beats Transformer · Maze-Hard [Maze-Hard]
93.7 vs 0
- Selection, Reflection and Self-Refinement: Revisit Reasoning Tasks via a Causal Lens
SR² beats Transformer · ARC-1 [ARC-1]
44.3 vs 21.0
- Selection, Reflection and Self-Refinement: Revisit Reasoning Tasks via a Causal Lens
SR² beats Transformer · ARC-2 [ARC-2]
6.7 vs 0
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.