Method Drift›Agent / long-term memory
Tracked
MemRL
Agent / long-term memory
present, but with little supersession signal in the knowledge base
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating MemRL. Values are copied from the source paper's tables — verify against the cited paper.
- Learning to Retrieve: Dual-Level Long-Term Memory for Text-to-SQL Agents
Learning to Retrieve beats MemRL · Overall [Phase 1]
33.01 vs 29.00
- Learning to Retrieve: Dual-Level Long-Term Memory for Text-to-SQL Agents
Learning to Retrieve beats MemRL · Overall [Phase 2]
22.17 vs 18.83
- Learning to Retrieve: Dual-Level Long-Term Memory for Text-to-SQL Agents
Learning to Retrieve beats MemRL · Overall [Average #Turns]
7.84 vs 8.44
- Learning to Retrieve: Dual-Level Long-Term Memory for Text-to-SQL Agents
Learning to Retrieve beats MemRL · Success Rate [Transferability]
69.29 vs 66.91
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- May 30, 2026