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Update README.md

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@@ -58,6 +58,8 @@ A graph, courtesy of Ipechman, with the TQA of WinterGooddess 32k at 39.65728274
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  Data :
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  - miqu-1-70b.q2_K.gguf,-,Hellaswag,87.75,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,Hellaswag,86.5,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,Hellaswag,86,,2000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
@@ -71,6 +73,7 @@ Data :
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  - miqu-1-70b.q2_K.gguf,-,Winogrande,78.2163,,1267,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.6476,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.3063,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,655
 
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.6576,512,512,2024-01-29 01:40:00,RBF500000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.7762,512,512,2024-01-29 01:40:00,RBF100000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.8766,512,512,2024-01-29 01:40:00,RBF50000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
@@ -78,6 +81,22 @@ Data :
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  - miqu-1-70b.q2_K.gguf,-,wikitext,3.8606,4096,4096,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,wikitext,3.6864,6144,6144,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  Benchs I made with the Q3_K_M I quantized from Miqudev's Q5_K_M with an intermediary Q8_0 step, and an iMatrix of 12800 tokens from wiki.train.raw :
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  - miqu-1-70b.Q3_K_M.gguf,-,Hellaswag,88.75,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
 
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  Data :
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+ Miqudev's original Q2_K quant :
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+
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  - miqu-1-70b.q2_K.gguf,-,Hellaswag,87.75,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,Hellaswag,86.5,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,Hellaswag,86,,2000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
 
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  - miqu-1-70b.q2_K.gguf,-,Winogrande,78.2163,,1267,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.6476,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.3063,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,655
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+
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.6576,512,512,2024-01-29 01:40:00,RBF500000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.7762,512,512,2024-01-29 01:40:00,RBF100000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
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  - miqu-1-70b.q2_K.gguf,-,wikitext,4.8766,512,512,2024-01-29 01:40:00,RBF50000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
 
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  - miqu-1-70b.q2_K.gguf,-,wikitext,3.8606,4096,4096,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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  - miqu-1-70b.q2_K.gguf,-,wikitext,3.6864,6144,6144,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
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+ Benchs I made with the Q2_K I quantized from Miqudev's Q5_K_M with an intermediary Q8_0 step, and an iMatrix of 12800 tokens from wiki.train.raw :
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+
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Hellaswag,88,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Hellaswag,86.8,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Hellaswag_Bin,81,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Hellaswag_Bin,83.8,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Arc-Challenge,56.18729097,,299,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Arc-Easy,76.84210526,,570,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,MMLU,49.84025559,,313,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Thruthful-QA,41.37086903,,817,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,Winogrande,77.8216,,1267,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,wikitext,4.6252,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,81
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+ - miqu-1-70b-Requant-b2035-iMat-c32_ch400-Q2_K.gguf,-,wikitext,4.2173,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,655
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+
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+ Notice the perplexity drop brought by the iMatrix despite the requant.
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+
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  Benchs I made with the Q3_K_M I quantized from Miqudev's Q5_K_M with an intermediary Q8_0 step, and an iMatrix of 12800 tokens from wiki.train.raw :
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  - miqu-1-70b.Q3_K_M.gguf,-,Hellaswag,88.75,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,