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Summarization on SUM
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59.5
ROUGE Score (R)
HalluClean
1.26
16.38
31.5
46.62
Nov 12, 2025
ROUGE Score (R)
Quality Score (Q)
Updated 27d ago
Evaluation Results
Method
Method
Links
ROUGE Score (R)
Quality Score (Q)
HalluClean
Protocol=Detection → R...
2025.11
59.5
59
HalluClean
Protocol=Detection → R...
2025.11
54.5
55
DeepSeek-V3
Protocol=Direct Ask, B...
2025.11
41
41
DeepSeek-R1
Protocol=Direct Ask, B...
2025.11
36.5
36
GPT-4o-mini
Protocol=Direct Ask, B...
2025.11
30
30
ChatProtect
Protocol=Detection → R...
2025.11
23
22.5
Llama-3-70B
Protocol=Direct Ask, B...
2025.11
19.5
19.5
GPT-3.5-turbo
Protocol=Direct Ask, B...
2025.11
14.5
7
Step-by-Step
Protocol=Detection → R...
2025.11
13
13
Plan-and-Solve
Protocol=Detection → R...
2025.11
3.5
3.5
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