huggingface / huggingface/lighteval

[BUG] Is AIME24 broken?

Open
#771 2 comments 1 reaction 0 assignees View on GitHub
bug
Dominant language
Python
Stars
2.5k
Forks
555
Avg merge
1d 6h
Merged PRs (30d)
1

Description

Hi folks,

I've been trying to reproduce DeepSeek-R1-Distill-Llama-8B evals, but seems like there is something wrong going on with AIME24 (MATH-500 and GPQA:Diamond are looking fine):

```bash
| Task |Version| Metric |Value | |Stderr|
|------------------------|------:|----------------------|-----:|---|-----:|
|all | |math_pass@1:1_samples |0.6763|± |0.0534|
| | |math_pass@1:4_samples |0.6782|± |0.0388|
| | |math_pass@1:8_samples |0.4375|± |0.0636|
| | |math_pass@1:16_samples|0.2188|± |0.0318|
| | |math_pass@1:32_samples|0.1094|± |0.0159|
| | |math_pass@1:64_samples|0.0547|± |0.0080|
| | |gpqa_pass@1:1_samples |0.5051|± |0.0356|
| | |gpqa_pass@1:4_samples |0.4710|± |0.0273|
| | |gpqa_pass@1:8_samples |0.4836|± |0.0264|
|lighteval:aime24:0 | 2|math_pass@1:1_samples |0.4667|± |0.0926|
| | |math_pass@1:4_samples |0.4583|± |0.0668|
| | |math_pass@1:8_samples |0.4375|± |0.0636|
| | |math_pass@1:16_samples|0.2188|± |0.0318|
| | |math_pass@1:32_samples|0.1094|± |0.0159|
| | |math_pass@1:64_samples|0.0547|± |0.0080| <-- 0.0547 vs 0.439 (Open-R1 README)
|lighteval:gpqa:diamond:0| 1|gpqa_pass@1:1_samples |0.5051|± |0.0356|
| | |gpqa_pass@1:4_samples |0.4710|± |0.0273|
| | |gpqa_pass@1:8_samples |0.4836|± |0.0264|
|lighteval:math_500:0 | 2|math_pass@1:1_samples |0.8860|± |0.0142|
| | |math_pass@1:4_samples |0.8980|± |0.0108|
```

i.e. I am seeing `math_pass@1:64_samples` 5.47 versus the expected 43.9 (expected based on https://github.com/huggingface/open-r1?tab=readme-ov-file#reproducing-deepseeks-evaluation-results).

(cross-posting this from Open-R1 https://github.com/huggingface/open-r1/issues/655 since I am not sure who the owner is for reasoning evals)

Contributor guide

No contributing guide indexed for this repository

Assessment

This issue has not been assessed yet.

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.