ResearchBenchmarksMulti-table Entity Matching on PersonFollow41.6PrecisionLLM4MEM33.2835.4437.639.76Apr 23, 2026Evaluation ResultsMethodMethodLinksPrecisionRecallF1 ScoreLLM4MEMLLM Backbone=Qwen2.5-7BLLM Backbone=Qwen2.5-7B2026.0441.64241.8LLM4MEMLLM Backbone=LLaMA3.1-8BLLM Backbone=LLaMA3.1-8B2026.0438.839.839.3LLM4MEMLLM Backbone=Falcon3-7BLLM Backbone=Falcon3-7B2026.0438.137.938MultiEM2026.0433.639.936.5