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---
base_model:
- huihui-ai/phi-4-abliterated
---

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated,add_bos_token=true,max_model_len=2048,tensor_parallel_size=2,dtype=bfloat16), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.928|±  |0.0164|
|     |       |strict-match    |     5|exact_match|↑  |0.928|±  |0.0164|

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated,add_bos_token=true,max_model_len=2048,tensor_parallel_size=2,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.922|±  | 0.012|
|     |       |strict-match    |     5|exact_match|↑  |0.922|±  | 0.012|


vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-8625,add_bos_token=true,max_model_len=2048,tensor_parallel_size=2,dtype=bfloat16), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.936|±  |0.0155|
|     |       |strict-match    |     5|exact_match|↑  |0.936|±  |0.0155|

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-8625,add_bos_token=true,max_model_len=2048,tensor_parallel_size=2,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.928|±  |0.0116|
|     |       |strict-match    |     5|exact_match|↑  |0.928|±  |0.0116|


vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-869,add_bos_token=true,max_model_len=2048,tensor_parallel_size=2,dtype=bfloat16), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  | 0.92|±  |0.0172|
|     |       |strict-match    |     5|exact_match|↑  | 0.92|±  |0.0172|

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-869,add_bos_token=true,max_model_len=2048,tensor_parallel_size=2,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.918|±  |0.0123|
|     |       |strict-match    |     5|exact_match|↑  |0.916|±  |0.0124|








vllm (pretrained=/root/autodl-tmp/phi-4,add_bos_token=true,max_model_len=2048), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.928|±  |0.0164|
|     |       |strict-match    |     5|exact_match|↑  |0.928|±  |0.0164|

vllm (pretrained=/root/autodl-tmp/phi-4,add_bos_token=true,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  | 0.93|±  |0.0114|
|     |       |strict-match    |     5|exact_match|↑  | 0.93|±  |0.0114|

vllm (pretrained=/root/autodl-tmp/phi-4,add_bos_token=true,max_model_len=800,dtype=bfloat16), gen_kwargs: (None), limit: 15.0, num_fewshot: None, batch_size: auto
|      Groups      |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
|------------------|------:|------|------|------|---|-----:|---|-----:|
|mmlu              |      2|none  |      |acc   |↑  |0.7649|±  |0.0137|
| - humanities     |      2|none  |      |acc   |↑  |0.8103|±  |0.0256|
| - other          |      2|none  |      |acc   |↑  |0.7487|±  |0.0287|
| - social sciences|      2|none  |      |acc   |↑  |0.8167|±  |0.0280|
| - stem           |      2|none  |      |acc   |↑  |0.7123|±  |0.0260|


vllm (pretrained=/root/autodl-tmp/huihui-ai-phi-4-abliterated-W8A8,add_bos_token=true,max_model_len=2048), gen_kwargs: (None), limit: 250.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.944|±  |0.0146|
|     |       |strict-match    |     5|exact_match|↑  |0.944|±  |0.0146|

vllm (pretrained=/root/autodl-tmp/huihui-ai-phi-4-abliterated-W8A8,add_bos_token=true,max_model_len=2048,dtype=bfloat16), gen_kwargs: (None), limit: 500.0, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value|   |Stderr|
|-----|------:|----------------|-----:|-----------|---|----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.924|±  |0.0119|
|     |       |strict-match    |     5|exact_match|↑  |0.924|±  |0.0119|

vllm (pretrained=/root/autodl-tmp/huihui-ai-phi-4-abliterated-W8A8,add_bos_token=true,max_model_len=800,dtype=bfloat16), gen_kwargs: (None), limit: 15.0, num_fewshot: None, batch_size: auto
|      Groups      |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
|------------------|------:|------|------|------|---|-----:|---|-----:|
|mmlu              |      2|none  |      |acc   |↑  |0.7673|±  |0.0136|
| - humanities     |      2|none  |      |acc   |↑  |0.8154|±  |0.0256|
| - other          |      2|none  |      |acc   |↑  |0.7744|±  |0.0285|
| - social sciences|      2|none  |      |acc   |↑  |0.8278|±  |0.0273|
| - stem           |      2|none  |      |acc   |↑  |0.6912|±  |0.0263|