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  This is a [GLM-4.7-Flash](https://huggingface.co/zai-org/GLM-4.7-Flash) model which has been uncensored using the [Norm-Preserving Biprojected Abliteration](https://huggingface.co/blog/grimjim/norm-preserving-biprojected-abliteration)
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  methodology, similar to other models from the 'derestricted' family.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  This is a [GLM-4.7-Flash](https://huggingface.co/zai-org/GLM-4.7-Flash) model which has been uncensored using the [Norm-Preserving Biprojected Abliteration](https://huggingface.co/blog/grimjim/norm-preserving-biprojected-abliteration)
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  methodology, similar to other models from the 'derestricted' family.
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+ ## Benchmark results
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+ All benchmarks were measured using a local vLLM instance and [inspect_evals](https://github.com/UKGovernmentBEIS/inspect_evals).
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+ ### MMLU-Pro (subset of 200 samples picked at random)
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+ - GLM-4.7-Flash: 0.715, 694606 output tokens
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+ - GLM-4.7-Flash-Derestricted: 0.755, 632992 output tokens
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+ Measured with:
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+ ```
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+ LOCAL_API_KEY="dummy" LOCAL_BASE_URL="http://127.0.0.1:9001/v1" uv run inspect eval inspect_evals/mmlu_pro --model "openai-api/local/glm-4.7-flash-derestricted" --seed 123456 --reasoning-history all --log-dir eval-logs-glm-4.7-flash-derestricted-mmlu-pro --frequency-penalty 0 --presence-penalty 0 --temperature 0.7 --top-p 0.95 --max-tokens 8192 --max-connections 200 --sample-shuffle 6375934876 --limit 200
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+ ```