Hallucination Detection on Drowzee-Dataset
100AccuracyAbnorDetector-Full
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AbnorDetector-FullBase LLM=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase LLM=Llama-2-7b-chat, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase LLM=Llama-3.1-8B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase LLM=Llama-3.1-8B-Instruct, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 100 | |
| AbnorDetector-LiteBase LLM=Llama-3.1-70B-Instruct, alpha (α)=0.5, beta (β)=0.52025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase LLM=Llama-3.1-70B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase LLM=Llama-3.1-70B-Instruct, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase LLM=Gemma-7b-it, alpha (α)=0.25, beta (β)=0.252025.04 | 100 | 0 | 100 | |
| AbnorDetector-FullBase LLM=Gemma-7b-it, alpha (α)=0.125, beta (β)=0.1252025.04 | 100 | 0 | 100 | |
| AbnorDetector-LiteBase LLM=Llama-2-7b-chat, alpha (α)=0.5, beta (β)=0.52025.04 | 99.5 | 0.1667 | 99.5 | |
| AbnorDetector-LiteBase LLM=Llama-3.1-70B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 99.17 | 0.0556 | 99.17 | |
| AbnorDetector-LiteBase LLM=Gemma-7b-it, alpha (α)=0.5, beta (β)=0.52025.04 | 99 | 0.1667 | 99 | |
| AbnorDetector-LiteBase LLM=Gemma-7b-it, alpha (α)=0.25, beta (β)=0.252025.04 | 98.83 | 0.0556 | 98.83 | |
| AbnorDetector-LiteBase LLM=Llama-3.1-8B-Instruct, alpha (α)=0.5, beta (β)=0.52025.04 | 98.67 | 0.0556 | 98.67 | |
| AbnorDetector-LiteBase LLM=Llama-2-7b-chat, alpha (α)=0.25, beta (β)=0.252025.04 | 97.67 | 0.7222 | 97.67 | |
| AbnorDetector-LiteBase LLM=Llama-3.1-8B-Instruct, alpha (α)=0.25, beta (β)=0.252025.04 | 90 | 1.1667 | 89.9 | |
| Lynx2025.04 | 71.3 | — | 67.35 |