ResearchBenchmarksContext Selection on LoCoMo turn-level (test)Context Selection on LoCoMo turn-level (test)Follow26.5F1 ScoreECS-0.7486.32613.420.474Jan 1, 2026Evaluation resultsMethodMethodLinksF1 ScoreECSLLM Model=Llama-3.1-8BLLM Model=Llama-3.1-8B2026.0126.5TF-IDFLLM Model=Qwen2.5-7BLLM Model=Qwen2.5-7B2026.0115.4TF-IDFLLM Model=Llama-3.1-8BLLM Model=Llama-3.1-8B2026.0115.4ECSLLM Model=Qwen2.5-7BLLM Model=Qwen2.5-7B2026.012RandomLLM Model=Qwen2.5-7BLLM Model=Qwen2.5-7B2026.010.3RandomLLM Model=Llama-3.1-8BLLM Model=Llama-3.1-8B2026.010.3