Method Drift›Agent / long-term memory
Superseded baseline#56 of 63 most-superseded
Mem-Gallery
Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM AgentsAgent / long-term memory · first seen Jan 7, 2026
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites Mem-Gallery as a baseline.
“Multimodal conversational benchmarks such as LoCoMo~maharana2024evaluatinglongtermconversationalmemory and Mem-Gallery~memgallery retain both visual and text modalities, yet most of their questions admit a text-only shortcut, rendering the visual modality redundant.”
— MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- May 14, 2026