Method Drift›Long-context / context-window extension
Superseded baseline#30 of 53 most-superseded
HMT
HMT: Hierarchical Memory Transformer for Efficient Long Context Language ProcessingLong-context / context-window extension · first seen May 9, 2024
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 1 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites HMT as a baseline.
“many lack explicit gating mechanisms to protect important long-term memories from being overwritten by newer information”
— CoMeT: Collaborative Memory Transformer for Efficient Long Context Modeling
Beaten on benchmarks
Head-to-head results where a newer method reports beating HMT. Values are copied from the source paper's tables — verify against the cited paper.
- CoMeT: Collaborative Memory Transformer for Efficient Long Context Modeling
CoMeT beats HMT · Avg [SCROLLS benchmark, 3k memory budget]
40.10 vs 30.31
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.