ResearchBenchmarksOpen Domain on LoCoMo (test)Open Domain on LoCoMo (test)Follow59LLM ScoreLangMem27.59235.74643.952.054Jan 13, 2026Evaluation resultsMethodMethodLinksLLM ScoreF1BLEU-1LangMemLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.015932.826.4FullContextLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0156.628.422.2SwiftMemLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0155.225.829.9NemoriLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0154.227.821.5Mem0LLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0147.923.717.7ZepLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0143.824.219.3RAGLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0128.817.913.9