LoheSpherical Model

as donto believed on

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

LoheSpherical Model has 20 facts recorded in Dontopedia across 2 references, with 2 live disagreements.

20 facts·12 predicates·2 sources·2 in dispute

Mostly:has ppl at step(7), has algorithm feature(2), has all1 d params non rotational(1)

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.

`isRotationalParam`Is Rotational Param(7)

Attn Log Adjacencyex:attn-log-adjacency
Attn Proj K Weightex:attn-proj-k-weight
Attn Proj Out Weightex:attn-proj-out-weight
Attn Proj Q Weightex:attn-proj-q-weight
Attn Proj V Weightex:attn-proj-v-weight
Input Phase Weightex:input-phase-weight
Tok Emb Weightex:tok-emb-weight

`isLayerNormParam`Is Layer Norm Param(6)

Blocks Ln1 Biasex:blocks-ln1-bias
Blocks Ln1 Weightex:blocks-ln1-weight
Blocks Ln2 Biasex:blocks-ln2-bias
Blocks Ln2 Weightex:blocks-ln2-weight
Ln F Biasex:ln-f-bias
Ln F Weightex:ln-f-weight

`isLinearBias`Is Linear Bias(6)

Attn Proj K Biasex:attn-proj-k-bias
Attn Proj Out Biasex:attn-proj-out-bias
Attn Proj Q Biasex:attn-proj-q-bias
Attn Proj V Biasex:attn-proj-v-bias
Ffn Proj in Biasex:ffn-proj-in-bias
Ffn Readout Biasex:ffn-readout-bias

`areOnStandardAdamWPath`Are on Standard Adam W Path(3)

Layer Norm Paramsex:layer-norm-params
Linear Biasesex:linear-biases
Lohe Scalar Vector Controlsex:lohe-scalar-vector-controls

`isLoheScalarVectorControl`Is Lohe Scalar Vector Control(3)

Attn Couplingex:attn-coupling
Ffn Couplingex:ffn-coupling
Ffn Mode Amplitudesex:ffn-mode-amplitudes

`is1D`Is1 D(2)

Attn Couplingex:attn-coupling
Ffn Couplingex:ffn-coupling

`affectsOnlyNdimsGreaterThan1`Affects Only Ndims Greater Than1(1)

Rotational Strengthex:rotational-strength

`areNonRotational`Are Non Rotational(1)

1d Paramsex:1d-params

`areNotMinor`Are Not Minor(1)

Non Rotational Paramsex:non-rotational-params

`areRotational`Are Rotational(1)

Ndim Greater Than 1 Tensorsex:ndim-greater-than-1-tensors

`feelLrDirectly`Feel Lr Directly(1)

Layer Norm Paramsex:layer-norm-params

`hasActor`Has Actor(1)

Event Overtakeex:event-overtake

`hasWinner`Has Winner(1)

Claim Lohe Spherical Winsex:claim-lohe-spherical-wins

`is2D`Is2 D(1)

Attn Log Adjacencyex:attn-log-adjacency

`treatedAsRotational`Treated As Rotational(1)

Attn Log Adjacencyex:attn-log-adjacency

Other facts (19)

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.

19 facts

Predicate	Value	Ref
Has Ppl at Step	1567	[2]
Has Ppl at Step	517	[2]
Has Ppl at Step	449	[2]
Has Ppl at Step	335	[2]
Has Ppl at Step	216	[2]
Has Ppl at Step	190	[2]
Has Ppl at Step	210	[2]
Has Algorithm Feature	O(T) cumsum recurrence	[2]
Has Algorithm Feature	Lohe sync	[2]
Has All1 D Params Non Rotational	true	[1]
Exists With These Params	Layer Norm Params	[1]
Has Ppl At1 K	210	[2]
Has Tokens Per Second	83777	[2]
Has Parameter Count	12300000	[2]
Has Speed Percentage Compared to	47% faster than spectral	[2]
Has Speed Multiple Compared to	3.2× faster than star+KAN	[2]
Has Param Percentage Compared to	27% less than spectral	[2]
Benefits More From	strong rotational dynamics	[2]
Has Alternative Name	lohe_spherical	[2]

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.

20 undated

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hasAll1DParamsNonRotationalblah/watt-activation/part-264

true

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existsWithTheseParamsblah/watt-activation/part-264

ex:layer-norm-params

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labelblah/watt-activation/317

LoheSpherical Model

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