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ResearchFormerly WizWand

Person understanding and persistent memory on LoCoMo-Plus

25.5ScorePERSONATREE
14.89217.64620.423.154Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PERSONATREEBackbone=GPT-5.4 Mini2026.0625.5
Flat retrievalBackbone=Gemini 3 Flash2026.0625.2
Full historyBackbone=Gemini 3 Flash2026.0624.8
PERSONATREEBackbone=Gemini 3 Flash2026.0624.6
TiMemBackbone=GPT-5.4 Mini2026.0624.2
TiMemBackbone=Gemini 3 Flash2026.0623.6
Flat retrievalBackbone=GPT-5.4 Mini2026.0623.6
Full historyBackbone=GPT-5.4 Mini2026.0622.9
PERSONATREEBackbone=Qwen3-32B2026.0622.3
TiMemBackbone=Qwen3-32B2026.0620.9
A-MEMBackbone=GPT-5.4 Mini2026.0620.7
Flat retrievalBackbone=Qwen3-32B2026.0620.4
A-MEMBackbone=Gemini 3 Flash2026.0620.3
Full historyBackbone=Qwen3-32B2026.0620.1
Mem0Backbone=GPT-5.4 Mini2026.0618.8
Mem0Backbone=Gemini 3 Flash2026.0618.3
Benchmark strongBackbone=GPT-5.4 Mini2026.0618.2
Benchmark strongBackbone=Gemini 3 Flash2026.0617.8
A-MEMBackbone=Qwen3-32B2026.0617.7
Mem0Backbone=Qwen3-32B2026.0616.1
Benchmark strongBackbone=Qwen3-32B2026.0615.3