Agent / long-term memory
Present, but with little supersession signal in the knowledge base
0 papers critique it · 1 beat it on benchmarks
Head-to-head results where a newer method reports beating DP-PTP. Values are copied from the source paper's tables — verify against the cited paper.
DP-VPWEM beats DP-PTP
0.22 vs 0.72
Inference Time · [context length 128]
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.