ResearchBenchmarksKnowledge Editing on UnKE CounterFactFollow81.57UnKE-BLEUAnyEdit++18.930835.192951.45567.7171May 31, 2026Evaluation ResultsMethodMethodLinksUnKE-BLEUUnKE-BSCounterFact-BLEUCounterFact-BSAverage BLEUAverage BSAnyEdit++LLM=LLAMA-3.1-8B-InstructLLM=LLAMA-3.1-8B-Instruct2026.0581.5796.0390.6998.2986.1397.16AnyEditLLM=LLAMA-3.1-8B-InstructLLM=LLAMA-3.1-8B-Instruct2026.0579.0295.8886.2797.8582.6596.87MEMITLLM=LLAMA-3.1-8B-InstructLLM=LLAMA-3.1-8B-Instruct2026.0524.7676.532.2175.7928.4976.15AlphaEditLLM=LLAMA-3.1-8B-InstructLLM=LLAMA-3.1-8B-Instruct2026.0521.3473.8623.5172.4222.4373.14