ResearchBenchmarksSingle-Hop on LoCoMo (test)Single-Hop on LoCoMo (test)Follow86.9LLM ScoreFullContext33.8647.6361.475.17Jan 13, 2026Evaluation resultsMethodMethodLinksLLM ScoreF1BLEU-1FullContextLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0186.961.453.4NemoriLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.018555.148.8LangMemLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0184.55143.6SwiftMemLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0176.745.548Mem0LLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0171.448.642ZepLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0166.945.540RAGLLM=GPT-4.1-miniLLM=GPT-4.1-mini2026.0135.925.822