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---
datasets:
- natolambert/skywork-preferences-80k-v0.1-cleaned
- allenai/preference-test-sets
---
# MetaMetrics-RM-v1.0
+ **Authors** [Genta Indra Winata](https://gentawinata.com/), [David Anugraha](https://weixiongust.github.io/WeiXiongUST/index.html), [Lucky Susanto](https://tengyangxie.github.io/), [Garry Kuwanto](https://hanzhaoml.github.io/), [Derry Tanti Wijaya](https://tongzhang-ml.org/)
+ **Paper**: https://arxiv.org/abs/2406.12845
+ **Model**: [meta-metrics/MetaMetrics-RM-v1.0](https://huggingface.co/meta-metrics/MetaMetrics-RM-v1.0)
+ **Dataset**:
- [natolambert/skywork-preferences-80k-v0.1-cleaned](https://huggingface.co/datasets/natolambert/skywork-preferences-80k-v0.1-cleaned)
- [allenai/preference-test-sets](https://huggingface.co/datasets/allenai/preference-test-sets)
+ **Code Repository:** https://github.com/meta-metrics/metametrics
## RewardBench LeaderBoard
| Model | Score | Chat | Chat Hard | Safety | Reasoning |
|:--------------------------------------------------------------------------------|:-----------------------------------------------------------------------|:-----:|:-----|:----------|:-------|:----------|:-----------------------|:------------------------|
| nvidia/Llama-3.1-Nemotron-70B-Reward | **94.1** | 97.5 | 85.7 | **95.1** | 98.1 |
| meta-metrics/MetaMetrics-RM-v1.0 | 93.5 | **98.9** | 86.2 | 90.7 | **98.2** |
| SF-Foundation/TextEval-Llama3.1-70B | 93.5 | 94.1 | **90.1** | 93.2 | 96.4 |
| RLHFlow/ArmoRM-Llama3-8B-v0.1 | 90.4 | 96.9 | 76.8 | 90.5 | 97.3 |
## Citation
If you find this work useful for your research, please consider citing:
```
@article{winata2024metametrics,
title={MetaMetrics: Calibrating Metrics For Generation Tasks Using Human Preferences},
author={Winata, Genta Indra and Anugraha, David and Susanto, Lucky and Kuwanto, Garry and Wijaya, Derry Tanti},
journal={arXiv preprint arXiv:2410.02381},
year={2024}
}
``` |