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"
] | 9,612 | 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 |
gemma-4-31B-it-qat-q4_0-unquantized 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 QxQ fidelity (dense model)
This reference has no routed experts, so BxQ and routing intervention metrics are not applicable.
| Candidate | Scheme | On disk | QxQ KLD | BxQ KLD | QxQ - BxQ | Natural route flips | Exact repeat |
|---|---|---|---|---|---|---|---|
| prithivMLmods/gemma-4-31B-it-qat-FP8 | fp8_per_channel | 33.61 GiB | 0.14337459 | n/a | n/a | n/a | no |
| cyankiwi/gemma-4-31B-it-qat-AWQ-INT4 | int4_g32_asym | 19.47 GiB | 0.22346921 | n/a | n/a | n/a | no |
| google/gemma-4-31B-it-qat-w4a16-ct | int4_g32_sym | 21.67 GiB | 0.27404863 | n/a | n/a | n/a | no |
| unsloth/gemma-4-31B-it-qat-w4a16 | int4_g32_sym | 21.67 GiB | 0.27404863 | n/a | n/a | n/a | no |
| yasu-oh/gemma-4-31B-it-qat-NVFP4 | nvfp4 | 19.04 GiB | 0.41421886 | n/a | n/a | n/a | no |
| melcheikh/gemma-4-31B-it-qat-NVFP4-mse-Blackwell | nvfp4 | 19.04 GiB | 0.48811344 | n/a | n/a | n/a | no |
| melcheikh/gemma-4-31B-it-qat-NVFP4-Blackwell | nvfp4 | 19.04 GiB | 0.48811344 | n/a | n/a | n/a | no |
QxQ fidelity against size
The numbers behind the charts are in kld-vs-size.json, because a picture is not evidence.
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