Influential data identification on Sentence transformations
100AUCDataInf
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DataInfLLM Backbone=Llama-2-13B-chat2025.08 | 100 | 99.7 | |
| HyperINFLLM Backbone=Llama-2-13B-chat2025.08 | 100 | 99.8 | |
| For-ValueLLM Backbone=Qwen2.5-1.5B2025.08 | 100 | 98.9 | |
| For-ValueLLM Backbone=Llama-2-13B-chat2025.08 | 100 | 100 | |
| Hessian-freeLLM Backbone=Llama-2-13B-chat2025.08 | 99.9 | 98.5 | |
| HyperINFLLM Backbone=Qwen2.5-1.5B2025.08 | 99.3 | 93.4 | |
| DataInfLLM Backbone=Qwen2.5-1.5B2025.08 | 98.1 | 82.6 | |
| EmbLLM Backbone=Llama-2-13B-chat2025.08 | 85.4 | 56.3 | |
| Hessian-freeLLM Backbone=Qwen2.5-1.5B2025.08 | 78.5 | 37 | |
| EmbLLM Backbone=Qwen2.5-1.5B2025.08 | 54.6 | 14.8 |