---
configs:
  - config_name: upsample-1
    data_files: upsample-1/*.parquet
  - config_name: upsample-2
    data_files: upsample-2/*.parquet
---

# MixtureVitae-v1 upsampled

Approximately 125B tokens of synthetic data generated based on MV1-decontaminated. Synthetic dialogues / study-strategy data generated from MixtureVitae-v1 with Qwen3-8B,
MIND-style ([arXiv:2410.12881](https://arxiv.org/abs/2410.12881)), Swallow and Finephrase. "Synthpile" refers to the Finephrase strategies, such as tables. 

## Configs

- `upsample-1` — full generation pass over MixtureVitae-v1 shards.
- `upsample-2` — second generation pass.

```python
from datasets import load_dataset
load_dataset("ontocord/MixtureVitae-v1-upsampled", "upsample-2")  # default "train" split
```