Influential data identification on Math Problem w/o reasoning
100AUCDataInf
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DataInfLLM Backbone=Llama-2-13B-chat2025.08 | 100 | 99.9 | |
| For-ValueLLM Backbone=Qwen2.5-1.5B2025.08 | 100 | 99.8 | |
| For-ValueLLM Backbone=Llama-2-13B-chat2025.08 | 100 | 100 | |
| HyperINFLLM Backbone=Llama-2-13B-chat2025.08 | 99.5 | 96.7 | |
| HyperINFLLM Backbone=Qwen2.5-1.5B2025.08 | 98.6 | 94.2 | |
| DataInfLLM Backbone=Qwen2.5-1.5B2025.08 | 98.5 | 87.8 | |
| Hessian-freeLLM Backbone=Qwen2.5-1.5B2025.08 | 83.5 | 59.2 | |
| Hessian-freeLLM Backbone=Llama-2-13B-chat2025.08 | 77 | 25.8 | |
| EmbLLM Backbone=Llama-2-13B-chat2025.08 | 76.2 | 38.9 | |
| EmbLLM Backbone=Qwen2.5-1.5B2025.08 | 55.5 | 14.6 |