UGT

as donto believed on

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

UGT has 48 facts recorded in Dontopedia across 12 references, with 3 live disagreements.

48 facts·37 predicates·12 sources·3 in dispute

Mostly:rdf:type(4), mainly needs(3), needs(3)

Inbound mentions (36)

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.

`isPartOf`Is Part of(5)

3d Kick Encoderex:3d-kick-encoder
Text Decoderex:text-decoder
Text Kick Encoderex:text-kick-encoder
Tts Kick Encoderex:tts-kick-encoder
Universal Swarm Coreex:universal-swarm-core

`partOf`Part of(5)

3d Decoderex:3d-decoder
Learnable Per Byte Embeddingex:learnable-per-byte-embedding
Ood Detectionex:ood-detection
Tts Decoderex:tts-decoder
Twtex:twt

`advocatesImplementation`Advocates Implementation(1)

Xenonfunex:xenonfun

`alreadyBuilt`Already Built(1)

Core Dynamicsex:core-dynamics

`assertsSuperiorityInAnomalyDetection`Asserts Superiority in Anomaly Detection(1)

Chonex:chon

`assumesAudienceKnowledge`Assumes Audience Knowledge(1)

Xenonfunex:xenonfun

`comparedTo`Compared to(1)

Chonex:chon

`contrastsWithUGTInDissipation`Contrasts With Ugt in Dissipation(1)

Chonex:chon

`differsFromByFullMatrixD`Differs From by Full Matrix D(1)

Chonex:chon

`drivesEnglishStats`Drives English Stats(1)

Bivector Cacheex:bivector-cache

`exemplifiedBy`Exemplified by(1)

Existing Cl 3 0 Lmex:existing-cl-3-0-lm

`framesCHONAsSuperiorToUGT`Frames Chon As Superior to Ugt(1)

Textex:text

`hasInstance`Has Instance(1)

Cl 3 0 Lmex:cl-3-0-lm

`hasScalarGammaForD`Has Scalar Gamma for D(1)

Ugtex:ugt

`isPresupposedToKnowUGT`Is Presupposed to Know Ugt(1)

Audienceex:audience

`isSameAsInUgt`Is Same As in Ugt(1)

Gamma Divergence Issueex:gamma-divergence-issue

`listsKeyDifferencesFromUGT`Lists Key Differences From Ugt(1)

Xenonfunex:xenonfun

`makes`Makes(1)

Full Cl 3 0 Algebraic Richnessex:full-cl-3-0-algebraic-richness

`matchesIssueIn`Matches Issue in(1)

Commutator Limitationex:commutator-limitation

`observedInSystem`Observed in System(1)

Gamma Divergenceex:gamma-divergence

`offersImplementation`Offers Implementation(1)

Xenonfunex:xenonfun

`portedTo`Ported to(1)

Analytical Bpttex:analytical-bptt

`providesAdvancedDissipationOver`Provides Advanced Dissipation Over(1)

Chonex:chon

`referencesIssueIn`References Issue in(1)

Remediation Planex:remediation-plan

`referencesLessonFrom`References Lesson From(1)

Remediation Planex:remediation-plan

`testsModels`Tests Models(1)

No Regressions Step 6ex:no-regressions-step-6

`usesSameAlgebraAs`Uses Same Algebra As(1)

Clifford Net Image Backbone Pathex:clifford-net-image-backbone-path

`usesSameWireFormatAs`Uses Same Wire Format As(1)

Clifford Net Image Backbone Pathex:clifford-net-image-backbone-path

Other facts (45)

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.

45 facts

Predicate	Value	Ref
Rdf:type	Model Architecture	[9]
Rdf:type	Software Architecture	[10]
Rdf:type	Training System	[11]
Rdf:type	Language Model	[12]
Mainly Needs	Twt	[1]
Mainly Needs	Normalized Damping Variant	[1]
Mainly Needs	Modality Specific Kick Decoder Interfaces	[1]
Needs	More Groups or Longer Training	[4]
Needs	more groups or longer training	[9]
Needs	sharper cache resolution	[9]
Designed for	Multiple Modality Kick Encoders	[8]
Designed for	Multiple Modality Kick Encoders	[12]
Wires Together	Components	[1]
Implemented As	unified model struct	[1]
Presupposes Existence of	Components	[1]
Has Teleological Purpose	unify components	[1]
Has Components	Universal Swarm Core	[2]
Has Scalar Gamma for D	Ugt	[3]
Is Referenced As Baseline	Chon	[3]
Requires Higher Resolution	Cache Resolution	[4]
Improves With Training	More Groups or Longer Training	[4]
Produces	English Character Statistics	[4]
Approaches English Stats at Low Temp	Temp 0 3	[4]
Evaluated at Temp	0.3	[4]
Lacks Word Level Coherence	Kickmodel	[4]
Achieves Lower Bpb	True	[5]
Drive With	Learned Quaternion Kick	[5]
Has Variant	Cl 3 0 Learned Kick	[5]
Hits	Bpb 2 12	[5]
Is	True Universal Gelation Transformer	[5]
Is Universal	True	[5]
Keep Component	Full Cl 3 0 Swarm	[5]
Retains	Full Cl 3 0 Algebraic Richness	[5]
References Prior Work	true	[6]
Had Same Issue	Commutator Limitation	[7]
Contextualized As Cl3 0 Lm	null	[8]
Exemplifies	Multivector Valued Lm	[8]
At Temp0.3 Produces	English Character Statistics	[9]
Has Component	Bivector Cache	[9]
To Match Target	Kickmodel Word Level Coherence	[9]
Bpb Metric	2.12	[9]
Has Information	Model Information Content	[9]
To Perform	Decode It	[9]
Uses Scalar Dissipation	gamma	[10]
Has Internal State Type	Multivector Valued State	[12]

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.

48 undated

—

wiresTogetherblah/watt-activation/part-494

ex:components

—

implementedAsblah/watt-activation/part-494

unified model struct

—

presupposesExistenceOfblah/watt-activation/part-494

ex:components

—

mainlyNeedsblah/watt-activation/part-494

ex:twt

—

mainlyNeedsblah/watt-activation/part-494

ex:normalized-damping-variant

—

mainlyNeedsblah/watt-activation/part-494

ex:modality-specific-kick-decoder-interfaces

—

hasTeleologicalPurposeblah/watt-activation/part-494

unify components

—

hasComponentsblah/watt-activation/part-493

ex:universal-swarm-core

—

hasScalarGammaForDblah/watt-activation/part-498

ex:ugt

—

isReferencedAsBaselineblah/watt-activation/part-498

ex:chon

—

requiresHigherResolutionblah/watt-activation/part-497

ex:cache-resolution

—

improvesWithTrainingblah/watt-activation/part-497

ex:more-groups-or-longer-training

—

producesblah/watt-activation/part-497

ex:english-character-statistics

—

approachesEnglishStatsAtLowTempblah/watt-activation/part-497

ex:temp-0-3

—

needsblah/watt-activation/part-497

ex:more-groups-or-longer-training

—

evaluatedAtTempblah/watt-activation/part-497

0.3

—

lacksWordLevelCoherenceblah/watt-activation/part-497

ex:kickmodel

—

achievesLowerBpbblah/watt-activation/part-496

ex:true

—

driveWithblah/watt-activation/part-496

ex:learned-quaternion-kick

—

hasVariantblah/watt-activation/part-496

ex:cl-3-0-learned-kick

—

hitsblah/watt-activation/part-496

ex:bpb-2-12

—

isblah/watt-activation/part-496

ex:true-universal-gelation-transformer

—

isUniversalblah/watt-activation/part-496

ex:true

—

keepComponentblah/watt-activation/part-496

ex:full-cl-3-0-swarm

—

retainsblah/watt-activation/part-496

ex:full-cl-3-0-algebraic-richness

—

referencesPriorWorkblah/watt-activation/part-500

true

—

hadSameIssueblah/watt-activation/part-503

ex:commutator-limitation

—

contextualizedAsCl3-0Lmblah/watt-activation/part-688

null

—

exemplifiesblah/watt-activation/part-688

ex:multivector-valued-lm

—

designedForblah/watt-activation/part-688

ex:multiple-modality-kick-encoders

—

typeblah/watt-activation/494

ex:ModelArchitecture

—

labelblah/watt-activation/494

UGT

—

atTemp0.3Producesblah/watt-activation/494

ex:english-character-statistics

—

hasComponentblah/watt-activation/494

ex:bivector-cache

—

needsblah/watt-activation/494

more groups or longer training

—

toMatchTargetblah/watt-activation/494

ex:kickmodel-word-level-coherence

—

bpbMetricblah/watt-activation/494

2.12

—

hasInformationblah/watt-activation/494

ex:model-information-content

—

needsblah/watt-activation/494

sharper cache resolution

—

toPerformblah/watt-activation/494

ex:decode-it

—

typeblah/watt-activation/495

ex:SoftwareArchitecture

—

labelblah/watt-activation/495

UGT

—

usesScalarDissipationblah/watt-activation/495

gamma

—

typeblah/watt-activation/497

ex:TrainingSystem

—

typeblah/watt-activation/685

ex:LanguageModel

—

labelblah/watt-activation/685

UGT

—

hasInternalStateTypeblah/watt-activation/685

ex:multivector-valued-state

—

designedForblah/watt-activation/685

ex:multiple-modality-kick-encoders

References (12)

12 references

[1]Part 4947 facts
ctx:discord/blah/watt-activation/part-494
[2]Part 4931 fact
ctx:discord/blah/watt-activation/part-493
[3]Part 4982 facts
ctx:discord/blah/watt-activation/part-498
[4]Part 4977 facts
ctx:discord/blah/watt-activation/part-497
[5]Part 4968 facts
ctx:discord/blah/watt-activation/part-496
[6]Part 5001 fact
ctx:discord/blah/watt-activation/part-500
[7]Part 5031 fact
ctx:discord/blah/watt-activation/part-503
[8]Part 6883 facts
ctx:discord/blah/watt-activation/part-688
[9]49410 facts
ctx:discord/blah/watt-activation/494
- full textwatt-activation-494
  text/plain2 KBdoc:agent/watt-activation-494/719cae00-256d-49c3-9b17-6bff8c15a3a2
  Show excerpt
  [2026-03-22 16:50] xenonfun: ``` Summary: ┌─────────────────────────┬──────┬──────────────────────────────────────────────────────────────────────┐ │ Checkpoint │ Temp │ Output quality …
[10]4953 facts
ctx:discord/blah/watt-activation/495
- full textwatt-activation-495
  text/plain3 KBdoc:agent/watt-activation-495/e99222b8-2355-4c30-a0c0-68dd10441d30
  Show excerpt
  [2026-03-22 17:38] xenonfun: ⏺ CHON is built, tested, pushed, merging to master. Here's what it provides: ``` CHON architecture (~500 lines, 10 tests): ┌──────────────────────────┬───────────────────────────────────────────────────────…
[11]4971 fact
ctx:discord/blah/watt-activation/497
- full textwatt-activation-497
  text/plain2 KBdoc:agent/watt-activation-497/e72fbd50-bc16-4a38-8957-fe8531b9864c
  Show excerpt
  [2026-03-22 17:52] xenonfun: if I am seeing this correct we are using 8 MB of memory. ⏺ The FD training is diverging — omega and gamma blowing up. The Euler ODE integrator is unstable at these parameter scales. This needs: 1. Much lower …
[12]6854 facts
ctx:discord/blah/watt-activation/685
- full textwatt-activation-685
  text/plain3 KBdoc:agent/watt-activation-685/d1abedb6-54a0-4109-8585-623e816ac07f
  Show excerpt
  [2026-04-23 22:03] xenonfun: ``` /btw how might it apply in llm style like our other models or suppliment? Good question — a few concrete angles where CliffordNet's machinery could cross over to LLM-style use: Direct reuse of the …

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UGT

Inbound mentions (36)

isPartOfIs Part of(5)

partOfPart of(5)

advocatesImplementationAdvocates Implementation(1)

alreadyBuiltAlready Built(1)

assertsSuperiorityInAnomalyDetectionAsserts Superiority in Anomaly Detection(1)

assumesAudienceKnowledgeAssumes Audience Knowledge(1)

comparedToCompared to(1)

contrastsWithUGTInDissipationContrasts With Ugt in Dissipation(1)

differsFromByFullMatrixDDiffers From by Full Matrix D(1)

drivesEnglishStatsDrives English Stats(1)

exemplifiedByExemplified by(1)

framesCHONAsSuperiorToUGTFrames Chon As Superior to Ugt(1)

hasInstanceHas Instance(1)

hasScalarGammaForDHas Scalar Gamma for D(1)

isPresupposedToKnowUGTIs Presupposed to Know Ugt(1)

isSameAsInUgtIs Same As in Ugt(1)

listsKeyDifferencesFromUGTLists Key Differences From Ugt(1)

makesMakes(1)

matchesIssueInMatches Issue in(1)

observedInSystemObserved in System(1)

offersImplementationOffers Implementation(1)

portedToPorted to(1)

providesAdvancedDissipationOverProvides Advanced Dissipation Over(1)

referencesIssueInReferences Issue in(1)

referencesLessonFromReferences Lesson From(1)

testsModelsTests Models(1)

usesSameAlgebraAsUses Same Algebra As(1)

usesSameWireFormatAsUses Same Wire Format As(1)

Other facts (45)

Timeline

References (12)

See also

Keep researching

`isPartOf`Is Part of(5)

`partOf`Part of(5)

`advocatesImplementation`Advocates Implementation(1)

`alreadyBuilt`Already Built(1)

`assertsSuperiorityInAnomalyDetection`Asserts Superiority in Anomaly Detection(1)

`assumesAudienceKnowledge`Assumes Audience Knowledge(1)

`comparedTo`Compared to(1)

`contrastsWithUGTInDissipation`Contrasts With Ugt in Dissipation(1)

`differsFromByFullMatrixD`Differs From by Full Matrix D(1)

`drivesEnglishStats`Drives English Stats(1)

`exemplifiedBy`Exemplified by(1)

`framesCHONAsSuperiorToUGT`Frames Chon As Superior to Ugt(1)

`hasInstance`Has Instance(1)

`hasScalarGammaForD`Has Scalar Gamma for D(1)

`isPresupposedToKnowUGT`Is Presupposed to Know Ugt(1)

`isSameAsInUgt`Is Same As in Ugt(1)

`listsKeyDifferencesFromUGT`Lists Key Differences From Ugt(1)

`makes`Makes(1)

`matchesIssueIn`Matches Issue in(1)

`observedInSystem`Observed in System(1)

`offersImplementation`Offers Implementation(1)

`portedTo`Ported to(1)

`providesAdvancedDissipationOver`Provides Advanced Dissipation Over(1)

`referencesIssueIn`References Issue in(1)

`referencesLessonFrom`References Lesson From(1)

`testsModels`Tests Models(1)

`usesSameAlgebraAs`Uses Same Algebra As(1)

`usesSameWireFormatAs`Uses Same Wire Format As(1)