File size: 1,741 Bytes
75a689a 5006a2f 68a530c 75a689a 6346e8b 75a689a |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 |
---
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://davidanugraha.github.io/), [Lucky Susanto](https://luckysusanto.github.io/), [Garry Kuwanto](https://gkuwanto.github.io/), [Derry Tanti Wijaya](https://derrywijaya.github.io/)
+ **Paper**: https://arxiv.org/abs/2410.02381
+ **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}
}
``` |