Gibberish Detection on English real-world (test)
98F1 Scoretwo-stage evaluation framework
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| two-stage evaluation framework2025.10 | 98 | 98.1 | 98 | 98 | |
| LLMModel=gpt-4o-mini-2024-07-182025.10 | 92.47 | 100 | 86 | 93 | |
| BERTBackbone=BERT-based, Source=Hugging Face2025.10 | 89 | 91 | 89 | 89 | |
| MarkovType=character-level bigram-based Markov probability model2025.10 | 39.67 | 75.77 | 53 | 53 |