Comments (1)
Hi! If you haven't already, please check out the evaluation process detailed in blog post.
Unlike MT Bench, Arena Hard v0.1 uses an enhanced pairwise comparison method to evaluate models. We found this method, to work better than single score judging. But, baseline
and pairwise
don't have to be set to true.
If you set baseline=False
and remove \n\n<|The Start of Assistant B's Answer|>\n{answer_2}\n<|The End of Assistant B's Answer|>
in the judge_config's prompt_template
, then your judge will only look at 1 answers. This way you can easily judge MT bench as well once you change the system prompt and the regex pattern to work with MT bench single score judgment.
If you set pairwise=False
, then you will only evaluate each prompt once. Due to positional bias and variances, we recommend evaluate each prompt twice, once with baseline answer positioned as the first answer and once with baseline as the second answer. But you can set pairwise=False
to save cost when evaluating many checkpoints.
Hope this is helpful!
from arena-hard-auto.
Related Issues (20)
- Models testing themselves will always be biased. HOT 1
- [Feature] support arena-hard in opencompass HOT 2
- Bug in get_battles_from_judgment HOT 1
- [Discussion] Methodology for bootstrapping with replacement to obtain separability confidence intervals HOT 2
- Discrepancy in Scores When Switching GPT Model Versions HOT 6
- Multi-threads generation support ? HOT 1
- [Bug] Temperature is always `0.0` HOT 1
- [Q] About hosting `arena-hard-v0.1/question.json` in the Hugging Face Hub HOT 2
- Local model as a judge HOT 5
- Bradley-Terry model HOT 1
- How to add new models to the leaderboard? HOT 2
- Is there any plan to share the full dataset (200k prompts) with the "number of hardness criteria met" label ? I think it would be quite useful to the community HOT 1
- STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. HOT 6
- Can you add deepseek-coder-v2? HOT 1
- Markdown Rendering Issue HOT 1
- Majority of questions are coding questions! HOT 2
- Evaluate local models HOT 2
- CI results different for same model answer copy HOT 2
- Allow to set generation sampling parameters HOT 11
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from arena-hard-auto.