Influential Data Identification on Math Problem w/ reasoning
100AUCDataInf
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DataInfLLM Backbone=Llama-2-13B-chat2025.08 | 100 | 99.6 | |
| 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 | 99.4 | 96.1 | |
| HyperINFLLM Backbone=Qwen2.5-1.5B2025.08 | 98.8 | 95 | |
| DataInfLLM Backbone=Qwen2.5-1.5B2025.08 | 98.7 | 89.2 | |
| Hessian-freeLLM Backbone=Qwen2.5-1.5B2025.08 | 82.9 | 52.4 | |
| Hessian-freeLLM Backbone=Llama-2-13B-chat2025.08 | 77.2 | 25.8 | |
| EmbLLM Backbone=Llama-2-13B-chat2025.08 | 72.5 | 27 | |
| EmbLLM Backbone=Qwen2.5-1.5B2025.08 | 56 | 19.8 |