Update README and 24 associated file(s)

README.md

@@ -615,14 +615,14 @@ Decoder post-processing:
 
 ## Rows filtered out per encoder
 
-Decoded rows that the decoders' post-processing rejected, per encoder (summed over decoders). A rejected row may carry several reasons, so the reason columns can add up to more than `Trashed`. `Empty Encodings At Encode` counts the encoder's own failed requests (those rows were never sent to a decoder). ❗ marks the highest rejection rate, ✔️ the lowest.
+Decoded rows that the decoders' post-processing rejected, per encoder (summed over decoders). A rejected row may carry several reasons, so the reason columns can add up to more than `Trashed`. `Empty Encodings At Encode` counts the encoder's own failed requests (those rows were never sent to a decoder).
 
 | Encoder | Decoded | Kept | Trashed | Trashed Rate | Empty Or Too Short | Filler Output | Identical To Source | Refusal | Task Meta-Commentary | Unfilled Placeholder | Empty Encodings At Encode |
 |---|---|---|---|---|---|---|---|---|---|---|---|
 | granite-4.2-30b-nvfp4 [0] | 2,100 | 2,017 | 83 | 0.0395 | 15 | 0 | 0 | 12 | 26 | 37 | 0 |
 | Ornith-1.5-35B-A3B-NVFP4 [1] | 2,100 | 2,023 | 77 | 0.0367 | 7 | 0 | 2 | 17 | 32 | 31 | 0 |
-| ✔️ Llama-3.3-70B-Instruct-NVFP4 [2] | 2,100 | 2,013 | 87 | 0.0414 | 11 | 0 | 0 | 15 | 29 | 38 | 0 |
-| ❗ Qwen3.8-27B-AWQ-INT4 [3] | 2,100 | 2,048 | 52 | 0.0248 | 0 | 0 | 1 | 15 | 22 | 24 | 0 |
+| Llama-3.3-70B-Instruct-NVFP4 [2] | 2,100 | 2,013 | 87 | 0.0414 | 11 | 0 | 0 | 15 | 29 | 38 | 0 |
+| Qwen3.8-27B-AWQ-INT4 [3] | 2,100 | 2,048 | 52 | 0.0248 | 0 | 0 | 1 | 15 | 22 | 24 | 0 |
 | Mistral-Small-4-119B-2603-NVFP4 [4] | 2,100 | 2,020 | 80 | 0.0381 | 0 | 0 | 0 | 20 | 29 | 42 | 0 |
 | gemma-4-31B-it-AWQ-4bit [5] | 2,100 | 2,043 | 57 | 0.0271 | 1 | 0 | 0 | 7 | 19 | 36 | 0 |
 | Laguna-S-2.1-NVFP4 [6] | 2,100 | 2,014 | 86 | 0.0410 | 12 | 0 | 1 | 13 | 31 | 36 | 0 |