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Environment Unlearning on AlfWorld (test)
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1
Unlearn Efficacy
NL-based
0.95
0.975
1
1.025
Apr 1, 2026
Unlearn Efficacy
Unlearn@1
Success Rate (Before Unlearn)
Success Rate (After Unlearn)
Updated 17d ago
Evaluation Results
Method
Method
Links
Unlearn Efficacy
Unlearn@1
Success Rate (Before Unlearn)
Success Rate (After Unlearn)
NL-based
Prompting Strategy=NL-...
2026.04
1
1
94
93
NL-based
Prompting Strategy=NL-...
2026.04
1
1
86
81
NL-based
Prompting Strategy=NL-...
2026.04
1
1
92
90
Code-based
Prompting Strategy=Cod...
2026.04
1
1
95
91
Code-based
Prompting Strategy=Cod...
2026.04
1
1
85
67
Code-based
Prompting Strategy=Cod...
2026.04
1
1
90
88
Example-based
Prompting Strategy=Exa...
2026.04
1
1
20
9
Example-based
Prompting Strategy=Exa...
2026.04
1
1
7
6
Example-based
Prompting Strategy=Exa...
2026.04
1
1
40
36
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