|
|
--- |
|
|
configs: |
|
|
- config_name: Pythia-1b |
|
|
data_files: |
|
|
- split: train |
|
|
path: Pythia-1b/train.jsonl |
|
|
- split: ref |
|
|
path: Pythia-1b/ref.jsonl |
|
|
- config_name: Llama-3.2-1B |
|
|
data_files: |
|
|
- split: train |
|
|
path: Llama-3.2-1B/train.jsonl |
|
|
- split: ref |
|
|
path: Llama-3.2-1B/ref.jsonl |
|
|
- config_name: Llama-3.1-8B |
|
|
data_files: |
|
|
- split: train |
|
|
path: Llama-3.1-8B/train.jsonl |
|
|
- split: ref |
|
|
path: Llama-3.1-8B/ref.jsonl |
|
|
--- |
|
|
|
|
|
## Overview |
|
|
|
|
|
This dataset is designed to evaluate data attribution methods for factual tracing. For each example in the reference set, there exists a subset of supporting training examples that we aim to retrieve. |
|
|
|
|
|
Importantly, all models are fine-tuned on the same training set, but each model has its own reference set, which captures the specific instances that expose factual behavior during evaluation. |
|
|
--- |
|
|
|
|
|
## Structure |
|
|
|
|
|
Each entry in the dataset contains the following fields: |
|
|
|
|
|
- `data_id` (str): unique identifier. |
|
|
- `prompt` (str): input query. |
|
|
- `response` (str): training label. |
|
|
- `facts` (List): List of strings containing the atomic facts it supports. |
|
|
|
|
|
--- |
|
|
|
|
|
## Stats |
|
|
|
|
|
| Model/Split | Train | Ref | |
|
|
| --- | --- | --- | |
|
|
| Pythia-1b | 6708 | 30 | |
|
|
| Llama-3.2-1B | 6708 | 101 | |
|
|
| Llama-3.1-8B | 6708 | 30 | |
|
|
|
|
|
--- |
|
|
|
|
|
## Example |
|
|
|
|
|
```json |
|
|
{ |
|
|
"data_id": "ftrace_0", |
|
|
"prompt": "Complete the sentence by filling in the blank:\n Tamazight and other Berber varieties are spoken in Morocco, <blank>, Libya, Tunisia, northern Mali, and northern Niger by about 25 to 35 million people.\n ", |
|
|
"response": "Algeria", |
|
|
"facts": ["P47,Q262,Q1028", "P37,Q25448,Q262", "P47,Q1028,Q262", "P47,Q1016,Q262", "P47,Q948,Q262", "P47,Q912,Q262", "P47,Q1032,Q262", "P47,Q262,Q1016", "P47,Q948,Q1016", "P47,Q1032,Q1016", "P47,Q262,Q948", "P47,Q1016,Q948", "P47,Q262,Q912", "P47,Q1032,Q912", "P47,Q262,Q1032"], |
|
|
} |
|
|
|
|
|
|