v3

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)

v3 has 49 facts recorded in Dontopedia across 9 references.

49 facts·48 predicates·9 sources

Mostly:updates(1), succeeds(1), already has dft readout mode amplitudes(1)

Inbound mentions (35)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`ex:p`Ex:p(13)

Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s
Sex:s

`hasLowerCapacityThan`Has Lower Capacity Than(2)

Helmholtzex:helmholtz
Helmholtzex:helmholtz

`announcesLaunch`Announces Launch(1)

Xenonfunex:xenonfun

`calledWith`Called With(1)

Buildex:build

`comparesPerLayer`Compares Per Layer(1)

Spectral Characterization Postex:spectral-characterization-post

`concerns500StepTraining`Concerns500 Step Training(1)

Spectral Characterization Postex:spectral-characterization-post

`exhibitsSharperDropInRGlobalAtLayer5ThanV3`Exhibits Sharper Drop in R Global at Layer5 Than V3(1)

Helmholtzex:helmholtz

`hasBpbValueFor`Has Bpb Value for(1)

Step 950ex:step-950

`hasCapacityValueFor`Has Capacity Value for(1)

Step 950ex:step-950

`hasCascadeIndex2To3TimesHigherThan`Has Cascade Index2 To3 Times Higher Than(1)

Helmholtzex:helmholtz

`hasHigherCascadeIndex`Has Higher Cascade Index(1)

Helmholtzex:helmholtz

`hasHigherSpectralEntropy`Has Higher Spectral Entropy(1)

Helmholtzex:helmholtz

`hasHigherSpectralEntropyThan`Has Higher Spectral Entropy Than(1)

Helmholtzex:helmholtz

`hasSnrValueFor`Has Snr Value for(1)

Step 950ex:step-950

`hasThroughputValueFor`Has Throughput Value for(1)

Step 950ex:step-950

`hasWeakerSnrThan`Has Weaker Snr Than(1)

Helmholtzex:helmholtz

`involvesModel`Involves Model(1)

Experiment 1ex:experiment-1

`presentIn`Present in(1)

Dft Readoutex:dft-readout

`referencedIn`Referenced in(1)

Kuramoto Sync Behaviorex:kuramoto-sync-behavior

`showsEqualityBetween`Shows Equality Between(1)

Language Modeling Metricex:language-modeling-metric

`suggestsAbTestAgainst`Suggests Ab Test Against(1)

Xenonfunex:xenonfun

`sweakerThanInSnr`Sweaker Than in Snr(1)

Helmholtzex:helmholtz

Other facts (48)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

48 facts

Predicate	Value	Ref
Updates	Mode Amplitudes	[1]
Succeeds	V2	[1]
Already Has Dft Readout Mode Amplitudes	null	[2]
Has Stable Core	true	[3]
Has Bpb Score	2.418	[4]
Wins	Bpb Metric	[4]
Outperforms	Bpb Baseline	[4]
Uses Direct Sync	null	[5]
Has Higher Throughput Than	Helmholtz	[5]
Preserves Phase Structure	null	[5]
Has High Coherence Spike	true	[6]
Has Lohe Sync Step	Lohe Sync	[6]
Has Lower Spectral Entropy	Helmholtz	[6]
Has Mean Align Delta	0.369	[6]
Has Mean Cascade Index	0.002	[6]
Has Mean Spectral Entropy	1.893	[6]
Has R Global at Layer5	0.402	[6]
Has Ring Sync	Ring Sync	[6]
Has Same Information Content As	Helmholtz	[6]
Is Architecture Version	v3	[6]
Commits to Ring Sync Ontology	Synchronization	[6]
Desynchronizes in Final Layer	Layer 5	[6]
Exhibits Coherence Spike at	Layer 2	[6]
Exhibits Sharp Drop in R Global at Layer5	true	[6]
Has Coherence	0.774	[6]
Has Coherence at	Layer 2	[6]
Has Consistently Higher Align Delta Than	Helmholtz	[6]
Has Different Encoding Strategy From	Helmholtz	[6]
Has High Align Delta	true	[6]
Preferred for Sharp Synchronization	implied	[6]
Synchronizes Sharply	true	[6]
Trained for	500	[6]
Is Streaming	Streaming Status	[7]
Uses Rot Str	0.05	[7]
Was Launched	Launch Event	[7]
Uses Convention	Harmonicrust Convention	[7]
Uses Lr	0.0003	[7]
Uses Min Lr	0.00003	[7]
Has Warmup Steps	400	[7]
Is Not Performing Well	Poor Performance	[7]
Rdf:type	Software Version	[8]
Has Bpb at Step950	2.257	[9]
Has Snr in Db	-5.3	[9]
Has Capacity in Bits	3	[9]
Has Tokens Per Second	26500	[9]
Has Mechanism	Direct Sync	[9]
Has Validation Ppl	4.2	[9]
Has Final Bpb	2.056	[9]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

49 undated

—

updatesblah/watt-activation/part-210

ex:mode-amplitudes

—

succeedsblah/watt-activation/part-210

ex:v2

—

alreadyHasDftReadoutModeAmplitudesblah/watt-activation/part-257

null

—

hasStableCoreblah/watt-activation/part-382

true

—

hasBpbScoreblah/watt-activation/part-383

2.418

—

winsblah/watt-activation/part-383

ex:bpb-metric

—

outperformsblah/watt-activation/part-383

ex:bpb-baseline

—

usesDirectSyncblah/watt-activation/part-451

null

—

hasHigherThroughputThanblah/watt-activation/part-451

ex:helmholtz

—

preservesPhaseStructureblah/watt-activation/part-451

null

—

hasHighCoherenceSpikeblah/watt-activation/part-452

true

—

hasLoheSyncStepblah/watt-activation/part-452

ex:lohe-sync

—

hasLowerSpectralEntropyblah/watt-activation/part-452

ex:helmholtz

—

hasMeanAlignDeltablah/watt-activation/part-452

0.369

—

hasMeanCascadeIndexblah/watt-activation/part-452

0.002

—

hasMeanSpectralEntropyblah/watt-activation/part-452

1.893

—

hasRGlobalAtLayer5blah/watt-activation/part-452

0.402

—

hasRingSyncblah/watt-activation/part-452

ex:ring-sync

—

hasSameInformationContentAsblah/watt-activation/part-452

ex:helmholtz

—

isArchitectureVersionblah/watt-activation/part-452

—

commitsToRingSyncOntologyblah/watt-activation/part-452

ex:synchronization

—

desynchronizesInFinalLayerblah/watt-activation/part-452

ex:layer-5

—

exhibitsCoherenceSpikeAtblah/watt-activation/part-452

ex:layer-2

—

exhibitsSharpDropInRGlobalAtLayer5blah/watt-activation/part-452

true

—

hasCoherenceblah/watt-activation/part-452

0.774

—

hasCoherenceAtblah/watt-activation/part-452

ex:layer-2

—

hasConsistentlyHigherAlignDeltaThanblah/watt-activation/part-452

ex:helmholtz

—

hasDifferentEncodingStrategyFromblah/watt-activation/part-452

ex:helmholtz

—

hasHighAlignDeltablah/watt-activation/part-452

true

—

preferredForSharpSynchronizationblah/watt-activation/part-452

implied

—

synchronizesSharplyblah/watt-activation/part-452

true

—

trainedForblah/watt-activation/part-452

500

—

isStreamingblah/watt-activation/part-695

ex:streaming-status

—

usesRotStrblah/watt-activation/part-695

0.05

—

wasLaunchedblah/watt-activation/part-695

ex:launch-event

—

usesConventionblah/watt-activation/part-695

ex:harmonicrust-convention

—

usesLrblah/watt-activation/part-695

0.0003

—

usesMinLrblah/watt-activation/part-695

0.00003

—

hasWarmupStepsblah/watt-activation/part-695

400

—

isNotPerformingWellblah/watt-activation/part-695

ex:poor-performance

—

typeblah/watt-activation/255

ex:SoftwareVersion

—

labelblah/watt-activation/449

—

hasBpbAtStep950blah/watt-activation/449

2.257

—

hasSnrInDbblah/watt-activation/449

-5.3

—

hasCapacityInBitsblah/watt-activation/449

—

hasTokensPerSecondblah/watt-activation/449

26500

—

hasMechanismblah/watt-activation/449

ex:direct-sync

—

hasValidationPplblah/watt-activation/449

4.2

—

hasFinalBpbblah/watt-activation/449

2.056

References (9)

9 references

[1]Part 2102 facts
ctx:discord/blah/watt-activation/part-210
[2]Part 2571 fact
ctx:discord/blah/watt-activation/part-257
[3]Part 3821 fact
ctx:discord/blah/watt-activation/part-382
[4]Part 3833 facts
ctx:discord/blah/watt-activation/part-383
[5]Part 4513 facts
ctx:discord/blah/watt-activation/part-451
[6]Part 45222 facts
ctx:discord/blah/watt-activation/part-452
[7]Part 6958 facts
ctx:discord/blah/watt-activation/part-695
[8]2551 fact
ctx:discord/blah/watt-activation/255
- full textwatt-activation-255
  text/plain2 KBdoc:agent/watt-activation-255/58fdaac3-b76b-40d0-b3ab-d254503f97f1
  Show excerpt
  [2026-03-12 16:06] xenonfun: Audio is the killer app here — a mel spectrogram already IS a filterbank of phase-amplitude pairs. The current MelEncoder throws away the phase and compresses to d_model vectors. A phase-native encoder would k…
[9]4498 facts
ctx:discord/blah/watt-activation/449
- full textwatt-activation-449
  text/plain2 KBdoc:agent/watt-activation-449/f6da4410-b0fa-46d2-9cb5-99d205dd2e55
  Show excerpt
  [2026-03-21 03:48] xenonfun: ⏺ You're right. At step 950: ``` ┌──────────┬───────────┬──────────┐ │ Metric │ Helmholtz │ v3 │ ├──────────┼───────────┼──────────┤ │ BPB │ 2.257 │ 2.257 │ ├──────────┼───────────┼…

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v3

Inbound mentions (35)

ex:pEx:p(13)

hasLowerCapacityThanHas Lower Capacity Than(2)

announcesLaunchAnnounces Launch(1)

calledWithCalled With(1)

comparesPerLayerCompares Per Layer(1)

concerns500StepTrainingConcerns500 Step Training(1)

exhibitsSharperDropInRGlobalAtLayer5ThanV3Exhibits Sharper Drop in R Global at Layer5 Than V3(1)

hasBpbValueForHas Bpb Value for(1)

hasCapacityValueForHas Capacity Value for(1)

hasCascadeIndex2To3TimesHigherThanHas Cascade Index2 To3 Times Higher Than(1)

hasHigherCascadeIndexHas Higher Cascade Index(1)

hasHigherSpectralEntropyHas Higher Spectral Entropy(1)

hasHigherSpectralEntropyThanHas Higher Spectral Entropy Than(1)

hasSnrValueForHas Snr Value for(1)

hasThroughputValueForHas Throughput Value for(1)

hasWeakerSnrThanHas Weaker Snr Than(1)

involvesModelInvolves Model(1)

presentInPresent in(1)

referencedInReferenced in(1)

showsEqualityBetweenShows Equality Between(1)

suggestsAbTestAgainstSuggests Ab Test Against(1)

sweakerThanInSnrSweaker Than in Snr(1)

Other facts (48)

Timeline

References (9)

See also

Keep researching

`ex:p`Ex:p(13)

`hasLowerCapacityThan`Has Lower Capacity Than(2)

`announcesLaunch`Announces Launch(1)

`calledWith`Called With(1)

`comparesPerLayer`Compares Per Layer(1)

`concerns500StepTraining`Concerns500 Step Training(1)

`exhibitsSharperDropInRGlobalAtLayer5ThanV3`Exhibits Sharper Drop in R Global at Layer5 Than V3(1)

`hasBpbValueFor`Has Bpb Value for(1)

`hasCapacityValueFor`Has Capacity Value for(1)

`hasCascadeIndex2To3TimesHigherThan`Has Cascade Index2 To3 Times Higher Than(1)

`hasHigherCascadeIndex`Has Higher Cascade Index(1)

`hasHigherSpectralEntropy`Has Higher Spectral Entropy(1)

`hasHigherSpectralEntropyThan`Has Higher Spectral Entropy Than(1)

`hasSnrValueFor`Has Snr Value for(1)

`hasThroughputValueFor`Has Throughput Value for(1)

`hasWeakerSnrThan`Has Weaker Snr Than(1)

`involvesModel`Involves Model(1)

`presentIn`Present in(1)

`referencedIn`Referenced in(1)

`showsEqualityBetween`Shows Equality Between(1)

`suggestsAbTestAgainst`Suggests Ab Test Against(1)

`sweakerThanInSnr`Sweaker Than in Snr(1)