Method Drift›Agent / long-term memory
Superseded baseline#32 of 63 most-superseded
Memora
Memora: A Harmonic Memory Representation Balancing Abstraction and SpecificityAgent / long-term memory · first seen Feb 3, 2026
superseded — cited as a baseline and beaten by newer methods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 Memora as a baseline.
“In each case, the LLM does the heavy lifting of deciding what is worth remembering and how to organize it---a form of pre-query intelligence that is invisible in per-query token counts.”
— SmartSearch: How Ranking Beats Structure for Conversational Memory Retrieval
Beaten on benchmarks
Head-to-head results where a newer method reports beating Memora. Values are copied from the source paper's tables — verify against the cited paper.
- SmartSearch: How Ranking Beats Structure for Conversational Memory Retrieval
SmartSearch beats Memora · Overall [MemOS protocol (gpt-4o-mini)]
91.9 vs 86.3
- SmartSearch: How Ranking Beats Structure for Conversational Memory Retrieval
SmartSearch beats Memora · Overall [full benchmark]
88.4 vs 87.4
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- May 11, 2026
- Mar 16, 2026
- Nov 21, 2025