52 lines
3.1 KiB
Markdown
52 lines
3.1 KiB
Markdown
---
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license: apache-2.0
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datasets:
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- OpenRLHF/prompt-collection-v0.1
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base_model:
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- meta-llama/Llama-3.2-1B-Instruct
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library_name: transformers
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---
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# This model's benchmark results
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| Tasks |Version| Filter |n-shot| Metric | |Value | |Stderr|
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|-----------------|-------|----------------|-----:|-----------|---|-----:|---|------|
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|tinyBenchmarks | N/A| | | | | | | |
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| - tinyArc | 0|none | 25|acc_norm |↑ |0.4253|± | N/A|
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| - tinyGSM8k | 0|flexible-extract| 5|exact_match|↑ |0.3768|± | N/A|
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| | |strict-match | 5|exact_match|↑ |0.3768|± | N/A|
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| - tinyHellaswag | 0|none | 10|acc_norm |↑ |0.5379|± | N/A|
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| - tinyMMLU | 0|none | 0|acc_norm |↑ |0.4483|± | N/A|
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| - tinyTruthfulQA| 0|none | 0|acc |↑ |0.4217|± | N/A|
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| - tinyWinogrande| 0|none | 5|acc_norm |↑ |0.5366|± | N/A|
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# Original `meta-llama/Llama-3.2-1B-Instruct` benchmark results
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| Tasks |Version| Filter |n-shot| Metric | |Value | |Stderr|
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|-----------------|-------|----------------|-----:|-----------|---|-----:|---|------|
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|tinyBenchmarks | N/A| | | | | | | |
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| - tinyArc | 0|none | 25|acc_norm |↑ |0.4145|± | N/A|
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| - tinyGSM8k | 0|flexible-extract| 5|exact_match|↑ |0.3412|± | N/A|
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| | |strict-match | 5|exact_match|↑ |0.3412|± | N/A|
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| - tinyHellaswag | 0|none | 10|acc_norm |↑ |0.5335|± | N/A|
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| - tinyMMLU | 0|none | 0|acc_norm |↑ |0.4298|± | N/A|
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| - tinyTruthfulQA| 0|none | 0|acc |↑ |0.4288|± | N/A|
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| - tinyWinogrande| 0|none | 5|acc_norm |↑ |0.5366|± | N/A|
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Below is a side-by-side comparison of the two result sets. For each task, the higher value (i.e., “better” on that metric) is highlighted in **bold**:
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| Task | this | orig | Better? |
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|--------------------|--------|--------|------------------------|
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| tinyArc (acc_norm) | **0.4253** | 0.4145 | v1 higher |
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| tinyGSM8k (exact_match) | **0.3768** | 0.3412 | v1 higher |
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| tinyHellaswag (acc_norm) | **0.5379** | 0.5335 | v1 higher |
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| tinyMMLU (acc_norm) | **0.4483** | 0.4298 | v1 higher |
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| tinyTruthfulQA (acc) | 0.4217 | **0.4288** | v2 higher |
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| tinyWinogrande (acc_norm) | 0.5366 | 0.5366 | tie |
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### Observations
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1. **Ours outperforms the original on four tasks** (tinyArc, tinyGSM8k, tinyHellaswag, tinyMMLU).
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2. **The original outperforms ours on one task** (tinyTruthfulQA).
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3. One task is a **tie** (tinyWinogrande).
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Given these comparisons, **our results are stronger overall** because it has higher scores on the majority of tasks. The only exception is on tinyTruthfulQA, where the original scores slightly better, and on tinyWinogrande, both versions tie. |