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@@ -63,9 +63,9 @@ number of those 24 cases solved correctly — a task metric, not perplexity.
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  | `Exe-Guard-Dynamic-Q8_0.gguf` | K/legacy | 8 | 3.06 GB | 24 / 24 |
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  | `Exe-Guard-Dynamic-Q6_K.gguf` | K-quant | 6.5 | 2.36 GB | 24 / 24 |
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  | `Exe-Guard-Dynamic-Q5_K_M.gguf` | K-quant | 5.5 | 2.07 GB | 24 / 24 |
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- | **`Exe-Guard-Dynamic-Q4_K_M.gguf`** | **K-quant** | **4.8** | **1.80 GB** | **24 / 24 — recommended** |
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  | `Exe-Guard-Dynamic-Q4_K_S.gguf` | K-quant | 4.5 | 1.71 GB | 24 / 24 |
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- | `Exe-Guard-Dynamic-IQ4_XS.gguf` | I-quant | 4.25 | 1.62 GB | 24 / 24 |
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  | `Exe-Guard-Dynamic-Q3_K_L.gguf` | K-quant | 4.0 | 1.59 GB | 19 / 24 |
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  | `Exe-Guard-Dynamic-Q3_K_M.gguf` | K-quant | 3.9 | 1.48 GB | 20 / 24 |
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  | `Exe-Guard-Dynamic-IQ3_M.gguf` | I-quant | 3.66 | 1.39 GB | 24 / 24 |
@@ -78,9 +78,13 @@ number of those 24 cases solved correctly — a task metric, not perplexity.
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  | `Exe-Guard-Dynamic-IQ1_S.gguf` | I-quant · experimental | 1.56 | 0.74 GB | 10 / 24 |
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  | `Exe-Guard-Dynamic-f16.gguf` | full precision | 16 | 5.75 GB | 24 / 24 |
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- Note: at low bit-widths the I-quants (IQ3, IQ2) hold up better than the K-quants
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- (`Q3_K` drops to 19–20/24). The 1-bit builds are included for the curious but are
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- not recommended.
 
 
 
 
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  ## Prompt and sampling
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  | `Exe-Guard-Dynamic-Q8_0.gguf` | K/legacy | 8 | 3.06 GB | 24 / 24 |
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  | `Exe-Guard-Dynamic-Q6_K.gguf` | K-quant | 6.5 | 2.36 GB | 24 / 24 |
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  | `Exe-Guard-Dynamic-Q5_K_M.gguf` | K-quant | 5.5 | 2.07 GB | 24 / 24 |
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+ | `Exe-Guard-Dynamic-Q4_K_M.gguf` | K-quant | 4.8 | 1.80 GB | 24 / 24 |
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  | `Exe-Guard-Dynamic-Q4_K_S.gguf` | K-quant | 4.5 | 1.71 GB | 24 / 24 |
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+ | **`Exe-Guard-Dynamic-IQ4_XS.gguf`** | **I-quant · recommended** | **4.25** | **1.62 GB** | **24 / 24** |
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  | `Exe-Guard-Dynamic-Q3_K_L.gguf` | K-quant | 4.0 | 1.59 GB | 19 / 24 |
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  | `Exe-Guard-Dynamic-Q3_K_M.gguf` | K-quant | 3.9 | 1.48 GB | 20 / 24 |
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  | `Exe-Guard-Dynamic-IQ3_M.gguf` | I-quant | 3.66 | 1.39 GB | 24 / 24 |
 
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  | `Exe-Guard-Dynamic-IQ1_S.gguf` | I-quant · experimental | 1.56 | 0.74 GB | 10 / 24 |
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  | `Exe-Guard-Dynamic-f16.gguf` | full precision | 16 | 5.75 GB | 24 / 24 |
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+ **`IQ4_XS` is the recommended build.** It is smaller than `Q4_K_M` and solves the
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+ same 24 of 24 — every build here carries an importance matrix, and the I-quants use
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+ it to spend their bits where the model actually needs them.
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+
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+ The same pattern holds further down: at low bit-widths the I-quants (IQ3, IQ2) beat
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+ the K-quants of similar size (`Q3_K` drops to 19–20/24). The 1-bit builds are
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+ included for the curious but are not recommended.
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  ## Prompt and sampling
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