ResearchBenchmarksLong-context Question Answering on Qasper LongBench (test)Long-context Question Answering on Qasper LongBench (test)Follow18.27String MatchMemDefrag17.219617.492317.76518.0377Jul 7, 2026Evaluation resultsMethodMethodLinksString MatchF1ROUGE-LBERTScoreMemDefragBackbone=Llama-3.1-8B,...Backbone=Llama-3.1-8B, Max Length=16,384 tokens, Top-K=22026.0718.279.298.6682.36MemoryLLMBackbone=Llama-3.1-8B,...Backbone=Llama-3.1-8B, Max Length=16,384 tokens2026.0717.778.588.1481.81M+Backbone=Llama-3.1-8B,...Backbone=Llama-3.1-8B, Max Length=16,384 tokens2026.0717.268.348.3481.36