This model was used as a part of:
This version exceeds "Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic" in ALL BENCHMARKS, including scoring OVER 700 in ARC-C for both 8 bit and 4 bit.
(see the benchmarks on the "711" repo.)
An Unsloth fine tune on local hardware to specifically raise the model's core intelligence.
Benchmarks:
arc arc/e boolq hswag obkqa piqa wino
Qwen3.6-27B-F451-AND-TRI-Polar-Ultra-Pro-Writer-Uncensored-Heretic [instruct]
mxfp8 0.665,0.830,0.909,...
mxfp4 0.654,0.830,0.905,...
Qwen3.6-27B-Instruct: [base, non heretic]
qx86-hi 0.637,0.798,0.911,0.775,0.442,0.807,0.737
Qwen3.5-27B-Instruct: [base, non heretic]
mxfp8 0.557,0.711,0.868,0.533,0.452,0.706,0.695
Models are tested in "Instruct" mode because this generally works better with the testing harness.
Testing via "thinking" mode also shows the metrics (and changes) but not the true extent.