---
base_model:
- Orion-zhen/phi-4-abliterated
---


vllm (pretrained=/root/autodl-tmp/phi-4-abliterated,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,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|↑  |0.932|±  | 0.016|
|     |       |strict-match    |     5|exact_match|↑  |0.932|±  | 0.016|

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated,add_bos_token=true,tensor_parallel_size=2,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|↑  |0.922|±  | 0.012|
|     |       |strict-match    |     5|exact_match|↑  |0.922|±  | 0.012|


vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-85,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,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-85,add_bos_token=true,tensor_parallel_size=2,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|↑  |0.918|±  |0.0123|
|     |       |strict-match    |     5|exact_match|↑  |0.918|±  |0.0123|


vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-8625,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,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|↑  |0.932|±  | 0.016|
|     |       |strict-match    |     5|exact_match|↑  |0.932|±  | 0.016|

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-8625,add_bos_token=true,tensor_parallel_size=2,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|↑  |0.934|±  |0.0111|
|     |       |strict-match    |     5|exact_match|↑  |0.934|±  |0.0111|


vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-875,add_bos_token=true,tensor_parallel_size=2,max_model_len=2048,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|↑  |0.924|±  |0.0168|
|     |       |strict-match    |     5|exact_match|↑  |0.924|±  |0.0168|

vllm (pretrained=/root/autodl-tmp/phi-4-abliterated-875,add_bos_token=true,tensor_parallel_size=2,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|↑  |0.916|±  |0.0124|
|     |       |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/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|↑  |0.928|±  |0.0164|
|     |       |strict-match    |     5|exact_match|↑  |0.928|±  |0.0164|

vllm (pretrained=/root/autodl-tmp/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|↑  |0.916|±  |0.0124|
|     |       |strict-match    |     5|exact_match|↑  |0.916|±  |0.0124|

vllm (pretrained=/root/autodl-tmp/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   |↑  |0.7696|±  |0.0136|
| - humanities     |      2|none  |      |acc   |↑  |0.8000|±  |0.0261|
| - other          |      2|none  |      |acc   |↑  |0.7692|±  |0.0280|
| - social sciences|      2|none  |      |acc   |↑  |0.8389|±  |0.0265|
| - stem           |      2|none  |      |acc   |↑  |0.7053|±  |0.0265|