Fluid Bench · public results

Capability, with receipts.

Browse verified model evidence and published competition result sets from one sealed Fluid epoch.

Sealed epoch000001-r721 published runs

21Published runs

18Placed runs

1,400Items per run

7Concern scores

TPN-005 · 4 runs

Fluid leaderboard

Published placement stays tied to its result set; selecting another concern changes the sort, not the placement.

TPN-005The 3 finalized competition winners and the F16 base reference are included. Published placement remains attached to its result set. REF is an explicit base control and does not consume a place.

Result setResultsSearchScore

Compare	Placement	Overall	GGUF size	Format
Compare TPN-005 K11	1	73.93%	7.24 GB	GGUF
Compare TPN-005 K12	2	73.79%	7.23 GB	GGUF
Compare TPN-005 K15	3	73.57%	7.23 GB	GGUF
Compare Ministral 3 8B Uncensored	REF	66.57%	16.99 GB	GGUF F16

Model insight

Efficiency and profile

TPN-005 · verified GGUF artifacts only.

Score and footprint

Overall score vs GGUF size

Local axes

65.5%70.3%75.0%6.4 GB12.1 GB17.8 GB1 2 3 R

Axes are fitted to the shown results; near-identical file sizes are offset for legibility. Markers show published placement, R is the reference, and orange outlines mark the efficiency frontier.

Reference comparison

Ministral 3 8B Uncensored

GGUF F16 reference

F16 reference66.57%16.99 GB

1K1173.93% overall+7.36 pp57.4% smaller7.24 GB 2K1273.79% overall+7.21 pp57.4% smaller7.23 GB 3K1573.57% overall+7.00 pp57.4% smaller7.23 GB

Score change and file-size difference are measured against the published F16 reference; no quantization claim is inferred.

Concern heatmap

Seven-part capability profile

Percent correct

ModelMaterial worldLiving systemsMinds & actionCollective lifeConstructed systemsMeaning & expressionFormal relations

TPN-005 K11 · K1177747879797468

TPN-005 K12 · K1277757477797365

TPN-005 K15 · K1580737876787264

Ministral 3 8B Uncensored · F1672687168676063

Bars show absolute percent correct. The orange outline marks the strongest result in each concern for the selected view.

How to read Fluid

One epoch. Seven concerns. Public evidence.

Read the placement

Competition results keep their published placement; Fluid-ranked sets keep their Fluid rank. REF is the explicit base control and does not consume a place.

Inspect the profile

The overall score is supported by seven concern scores, not a single opaque number.

Check generation health

Format validity and length-limit counts remain attached, including completed 0% results.