benchmarks list | blocked_documents list | candidates_scanned int64 | kind string | normalization string | prefilter string |
|---|---|---|---|---|---|
[
{
"config": null,
"dataset": "openai/openai_humaneval",
"items_scanned": 164,
"match_rule": "any",
"name": "humaneval",
"overlaps": [],
"revision": "7dce6050a7d6d172f3cc5c32aa97f52fa1a2e544",
"split": "test"
},
{
"config": "all",
"dataset": "cais/mmlu",
"items_scanned... | [
"878b5912ade800aa15524736eb1685a44480fe3c71666d107eefcbc2026fe1a3",
"c54d7758f87a47059e9ecfba62104b5ccc04d86bd44d794c1e71e38f26e7eafa"
] | 9,619 | capability overlap scan | NFKC, casefold, whitespace-collapsed exact containment | inverted index over interior probe words of each item fragment, a necessary condition for containment, verified by exact containment |
Qwen3.6-35B-A3B quantization analysis
Mean KL divergence against on-disk size
Scored under the distribution-fidelity laws, version 15. Read LAWS.md first: these numbers are comparable only within this artifact's token suite, geometry, and runtime identity, and not against any number produced elsewhere.
Each candidate directory holds its one-pager (report.md), its raw report, its compliance receipt, and its Law 14 attribution where one was produced. reference/ carries the reusable teacher tensors and head, so a third party can score a new candidate without loading the reference checkpoint. checksums.txt covers every file here.
Candidates by paired routed-model fidelity
| Candidate | Scheme | On disk | QxQ KLD | BxQ KLD | QxQ - BxQ | Natural route flips | Exact repeat |
|---|---|---|---|---|---|---|---|
| Qwen/Qwen3.6-35B-A3B-FP8 | fp8_block | 34.89 GiB | 0.01730080 | 0.00757658 | +0.00972422 | 35.9288% | certified |
| cyankiwi/Qwen3.6-35B-A3B-AWQ-4bit | int4_g32_asym | 23.25 GiB | 0.02212258 | 0.01204155 | +0.01008103 | 36.7551% | certified |
| QuantTrio/Qwen3.6-35B-A3B-AWQ | int4_g128_asym | 23.71 GiB | 0.02803013 | 0.01718293 | +0.01084720 | 40.5507% | certified |
| palmfuture/Qwen3.6-35B-A3B-GPTQ-Int4 | int4_g128_sym | 22.74 GiB | 0.03866157 | 0.02633642 | +0.01232514 | 43.8776% | certified |
| Intel/Qwen3.6-35B-A3B-int4-mixed-AutoRound | int4_g128_sym | 20.02 GiB | 0.04276821 | 0.02939575 | +0.01337246 | 52.2533% | certified |
| unsloth/Qwen3.6-35B-A3B-NVFP4 | nvfp4 | 24.67 GiB | 0.04603616 | 0.03232773 | +0.01370843 | 51.7594% | certified |
| nvidia/Qwen3.6-35B-A3B-NVFP4 | nvfp4 | 21.82 GiB | 0.04652691 | 0.03404794 | +0.01247897 | 47.0071% | certified |
| unsloth/Qwen3.6-35B-A3B-NVFP4-Fast | nvfp4 | 22.02 GiB | 0.05785633 | 0.04407521 | +0.01378113 | 52.3272% | certified |
| RedHatAI/Qwen3.6-35B-A3B-NVFP4 | nvfp4 | 23.32 GiB | 0.06896001 | 0.05404429 | +0.01491572 | 56.7272% | certified |
QxQ fidelity against size
BxQ fidelity against size
The numbers behind the charts are in kld-vs-size.json, because a picture is not evidence.
Explicitly excluded checkpoints
These pinned revisions were deliberately not scored. They are listed so a known-bad checkpoint is never silently retried or mistaken for an omitted result.
ykarout/Qwen3.6-35B-A3B-NVFP4@5093c2a1d4d263007b563753438caf75dadaec48— Its forward pass emits NaN hidden states: every one of the 63569920 logits in the first scored window is non-finite, with the hidden states themselves already NaN before the head. No mean can be computed, so there is nothing to score rather than a poor score to report. Not a defect of this pipeline; the other NVFP4 candidates of this family score at the same tensor-parallel size.
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