ResearchBenchmarksLong-context Question Answering on 2WikiMultihopQA LongBench (test)Follow36String MatchMemDefrag34.9635.2335.535.77Jul 7, 2026Evaluation ResultsMethodMethodLinksString MatchF1 ScoreROUGE-LBERTScoreMemDefragBackbone=Llama-3.1-8B,...Backbone=Llama-3.1-8B, Max Length=16,384 tokens, Top-K=22026.07369.519.5383.82M+Backbone=Llama-3.1-8B,...Backbone=Llama-3.1-8B, Max Length=16,384 tokens2026.0735.69.419.7981.81MemoryLLMBackbone=Llama-3.1-8B,...Backbone=Llama-3.1-8B, Max Length=16,384 tokens2026.07359.2110.1382.32