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Domain Adaptation Utility on Specialized Domains Medical, Legal, Code, Finance, Science

62.7Composite Domain ScoreStandard LoRA
57.60458.92760.2561.573Apr 20, 2026

Evaluation results

MethodLinks
Standard LoRABackbone=Llama-2-7B-Chat, Adaptation Stage=+Med2026.0462.7
Standard LoRABackbone=Llama-2-7B-Chat, Adaptation Stage=+Legal2026.0462.7
Standard LoRABackbone=Llama-2-7B-Chat, Adaptation Stage=+Code2026.0462.7
SafeAnchorBackbone=Llama-2-7B-Chat, Adaptation Stage=+Med2026.0461.4
SafeAnchorBackbone=Llama-2-7B-Chat, Adaptation Stage=+Legal2026.0461.4
SafeAnchorBackbone=Llama-2-7B-Chat, Adaptation Stage=+Code2026.0461.4
Standard LoRABackbone=Llama-2-7B-Chat, Adaptation Stage=+Finance2026.0460.2
SafeAnchorBackbone=Llama-2-7B-Chat, Adaptation Stage=+Finance2026.0459.8
SafeAnchorBackbone=Llama-2-7B-Chat, Adaptation Stage=+Science2026.0458.9
Standard LoRABackbone=Llama-2-7B-Chat, Adaptation Stage=+Science2026.0457.8