Environment Unlearning on HotPotQA
1Unlearn EfficacyNL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NLLLM backbone=GPT2026.04 | 1 | 100 | 85 | 78 | |
| NLLLM backbone=Claude2026.04 | 1 | 67 | 77 | 76 | |
| NLLLM backbone=Llama2026.04 | 1 | 86 | 83 | 83 | |
| CodeLLM backbone=GPT2026.04 | 1 | 87 | 81 | 77 | |
| CodeLLM backbone=Claude2026.04 | 1 | 50 | 73 | 71 | |
| CodeLLM backbone=Llama2026.04 | 1 | 65 | 85 | 83 | |
| Exam.LLM backbone=GPT2026.04 | 1 | 83 | 82 | 76 | |
| Exam.LLM backbone=Claude2026.04 | 1 | 44 | 76 | 73 | |
| Exam.LLM backbone=Llama2026.04 | 1 | 78 | 86 | 84 | |
| NL-basedLLM Backbone=GPT2026.04 | 1 | 100 | 86 | 83 | |
| NL-basedLLM Backbone=Claude2026.04 | 1 | 0 | 75 | 72 | |
| NL-basedLLM Backbone=Llama2026.04 | 1 | 100 | 85 | 85 | |
| Code-basedLLM Backbone=GPT2026.04 | 1 | 100 | 83 | 81 | |
| Code-basedLLM Backbone=Claude2026.04 | 1 | 0 | 76 | 74 | |
| Code-basedLLM Backbone=Llama2026.04 | 1 | 100 | 85 | 84 | |
| Example-basedLLM Backbone=GPT2026.04 | 1 | 100 | 84 | 82 | |
| Example-basedLLM Backbone=Claude2026.04 | 1 | 0 | 74 | 73 | |
| Example-basedLLM Backbone=Llama2026.04 | 1 | 100 | 87 | 81 |