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Text Rewriting on ECHR court cases
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0.1
Linkability Proportion (arity=1)
DP-based rewriting
-2.284
13.808
29.9
45.992
Oct 7, 2025
Linkability Proportion (arity=1)
Linkability Proportion (arity<=3)
Semantic Similarity (distilroberta)
Semantic Similarity (GTE)
Perplexity (Gemma3)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Linkability Proportion (arity=1)
Linkability Proportion (arity<=3)
Semantic Similarity (distilroberta)
Semantic Similarity (GTE)
Perplexity (Gemma3)
DP-based rewriting
epsilon (ϵ)=10
2025.10
0.1
0.1
35.8
61.7
2,736
LLM-based rewriting w/ list of spans
span extraction arity=...
2025.10
0.1
43.2
98.7
97.8
14.2
LLM-based rewriting w/ list of spans
span extraction arity=...
2025.10
0.2
0.2
95.9
94.8
15
DP-based rewriting
epsilon (ϵ)=100
2025.10
6.5
13
76.9
87.3
171
Handcrafted paraphrasing
2025.10
34.8
61.5
99.2
97.9
20.4
Baseline LLM-based rewriting
specified spans=none,...
2025.10
59.7
69.5
97.4
97.9
12.6
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