ResearchBenchmarksCyber Threat Intelligence Named Entity Recognition on CyberEyesCyber Threat Intelligence Named Entity Recognition on CyberEyesFollow91.04Macro F1ACLM51.613661.849372.08582.3207Dec 22, 2025Evaluation resultsMethodMethodLinksMacro F1Micro F1ACLMLearning Paradigm=Fine...Learning Paradigm=Fine-tuning2025.1291.0488.86LADDER*Learning Paradigm=Fine...Learning Paradigm=Fine-tuning2025.1289.3587.5TTPromptLearning Paradigm=LLM ICLLearning Paradigm=LLM ICL2025.1264.5556.52CTINEXUS*Learning Paradigm=Fine...Learning Paradigm=Fine-tuning2025.1262.6954.75OneKELearning Paradigm=LLM ICLLearning Paradigm=LLM ICL2025.1253.1345.06