Row 1

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-18.)

Row 1 has 64 facts recorded in Dontopedia across 14 references, with 4 live disagreements.

64 facts·52 predicates·14 sources·4 in dispute

Mostly:rdf:type(7), contains element(3), has column value(3)

Inbound mentions (14)

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.

`containsRow`Contains Row(5)

2d Arrayex:2d-array
List of Permitted Health Claimsex:list-of-permitted-health-claims
Results Tableex:results-table
Results Table 1ex:results-table-1
Sample Csvex:sample-csv

`hasRow`Has Row(4)

Data Frameex:data-frame
Model Performance Tableex:model-performance-table
Output Arrayex:output-array
Td Rose Hillex:td-rose-hill

`conditionForClaim`Condition for Claim(1)

Replacementex:replacement

`describesRow`Describes Row(1)

Row Description Messageex:row-description-message

`isFollowedBy`Is Followed by(1)

Row 2ex:row-2

`mapsTo`Maps to(1)

Point 1 to Row 1ex:point-1-to-row-1

`occursInTopRight`Occurs in Top Right(1)

Sys Rex:sys-r

Other facts (64)

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.

64 facts

Predicate	Value	Ref
Rdf:type	Table Row	[5]
Rdf:type	Array Row	[9]
Rdf:type	Data Row	[10]
Rdf:type	Array Row	[11]
Rdf:type	Data Row	[12]
Rdf:type	Data Record	[13]
Rdf:type	Row	[14]
Contains Element	1	[11]
Contains Element	2	[11]
Contains Element	3	[11]
Has Column Value	Id Column	[13]
Has Column Value	Model Id Column	[13]
Has Column Value	Version Column	[13]
Compares Ppl	Anchor Kan	[1]
Compares Ppl	Spectral	[1]
Has Id	1	[13]
Has Id	1	[14]
Reports Convergence	Spectral	[1]
Reports Variance	Anchor Kan	[1]
Implies Worse Ppl	Anchor Kan	[1]
Reports Gap	26%	[1]
Shows Content	Loss Global Order Parameter	[2]
Has Surname	Surname Job	[3]
Rank	1	[4]
Model	Kan Entmax	[4]
Ppl	5.3	[4]
Ratio	0.873	[4]
Category	Kan Sparse	[4]
Has Cell Value	"Softmax d=384 L=3"	[5]
Has Speed	175000	[5]
Uses Attention	"Softmax"	[5]
Has Encoding Value	Plain Encoding	[6]
Has Config Value	Config G8 H4	[6]
Has Bpb Value	2.607	[6]
Has DC Value	0.733	[6]
Has Entity Value	0.016	[6]
Has Delim Value	0	[6]
Has N Complex	8	[7]
Has Features	16	[7]
Has Codec Params	48	[7]
Has G H Product	16	[7]
Has Config	Config G8 H2	[7]
Has Model Name	Kickmodel G1	[8]
Has Parameter Count	4	[8]
Has Best Bpb	5.6	[8]
Has Bpb Qualifier	approximate	[8]
Has Key Finding	Finding 1	[8]
Has Value	2	[10]
Is Preceded by	Row 2	[11]
Has Id Value	1	[12]
Has Error Value	1	[12]
Has Model Id	1	[13]
Has Version	1	[13]
Part of	Versions Table	[13]
Health Relationship	Polyols and Tooth Erodibility	[14]
Food	Polyols	[14]
Conditions of Use	Polyols Replacement	[14]
Restrictions	Row 1 Restrictions	[14]
Has Effect	Reduction	[14]
Permitted for Use	Polyols	[14]
Claim Id	1	[14]
Health Outcome Type	Reduction	[14]
Claim Condition Required	true	[14]
Has Claim Restriction	false	[14]

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.

64 undated

—

reportsConvergenceblah/watt-activation/part-236

ex:spectral

—

reportsVarianceblah/watt-activation/part-236

ex:anchor-kan

—

impliesWorsePplblah/watt-activation/part-236

ex:anchor-kan

—

reportsGapblah/watt-activation/part-236

26%

—

comparesPplblah/watt-activation/part-236

ex:anchor-kan

—

comparesPplblah/watt-activation/part-236

ex:spectral

—

showsContentblah/watt-activation/part-233

ex:loss-global-order-parameter

—

hasSurnameval-mauritius/wf12-16-td-rose-hill-le-maurice-mariages-patronymes-en-jo-cgmr

ex:surname-job

—

rankblah/watt-activation/65

—

modelblah/watt-activation/65

ex:KANEntmax

—

pplblah/watt-activation/65

5.3

—

ratioblah/watt-activation/65

0.873

—

categoryblah/watt-activation/65

ex:kan-sparse

—

typeblah/watt-activation/302

ex:TableRow

—

hasCellValueblah/watt-activation/302

"Softmax d=384 L=3"

—

hasSpeedblah/watt-activation/302

175000

—

usesAttentionblah/watt-activation/302

"Softmax"

—

hasEncodingValueblah/watt-activation/365

ex:plain-encoding

—

hasConfigValueblah/watt-activation/365

ex:config-g8-h4

—

hasBpbValueblah/watt-activation/365

2.607

—

hasDcValueblah/watt-activation/365

0.733

—

hasEntityValueblah/watt-activation/365

0.016

—

hasDelimValueblah/watt-activation/365

—

hasNComplexblah/watt-activation/416

—

hasFeaturesblah/watt-activation/416

—

hasCodecParamsblah/watt-activation/416

—

hasG_H_Productblah/watt-activation/416

—

hasConfigblah/watt-activation/416

ex:config-g8-h2

—

hasModelNameblah/watt-activation/608

ex:kickmodel-g1

—

hasParameterCountblah/watt-activation/608

—

hasBestBpbblah/watt-activation/608

5.6

—

hasBpbQualifierblah/watt-activation/608

approximate

—

hasKeyFindingblah/watt-activation/608

ex:finding-1

—

typebeam/8db83f0d-819a-4f3b-b500-3a38a63092b2

ex:ArrayRow

—

typebeam/cee62184-5651-4902-908c-7655e1113520

ex:DataRow

—

hasValuebeam/cee62184-5651-4902-908c-7655e1113520

—

typebeam/e12c00fd-463a-4d46-bb15-7c1dbfe99823

ex:array-row

—

containsElementbeam/e12c00fd-463a-4d46-bb15-7c1dbfe99823

—

containsElementbeam/e12c00fd-463a-4d46-bb15-7c1dbfe99823

—

containsElementbeam/e12c00fd-463a-4d46-bb15-7c1dbfe99823

—

isPrecededBybeam/e12c00fd-463a-4d46-bb15-7c1dbfe99823

ex:row-2

—

typebeam/8bf9ec46-2c0a-4990-b74d-e0b079d65b51

ex:DataRow

—

hasIdValuebeam/8bf9ec46-2c0a-4990-b74d-e0b079d65b51

—

hasErrorValuebeam/8bf9ec46-2c0a-4990-b74d-e0b079d65b51

—

typebeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

ex:DataRecord

—

hasModelIdbeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

—

hasVersionbeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

—

partOfbeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

ex:versions-table

—

hasIdbeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

—

hasColumnValuebeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

ex:id-column

—

hasColumnValuebeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

ex:model_id-column

—

hasColumnValuebeam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b

ex:version-column

—

typesmoke/z

ex:Row

—

hasIdsmoke/z

—

healthRelationshipsmoke/z

ex:polyols-and-tooth-erodibility

—

foodsmoke/z

ex:polyols

—

conditionsOfUsesmoke/z

ex:polyols-replacement

—

restrictionssmoke/z

ex:row-1-restrictions

—

hasEffectsmoke/z

ex:reduction

—

permittedForUsesmoke/z

ex:polyols

—

claimIdsmoke/z

—

healthOutcomeTypesmoke/z

ex:reduction

—

claimConditionRequiredsmoke/z

true

—

hasClaimRestrictionsmoke/z

false

References (14)

14 references

[1]Part 2366 facts
ctx:discord/blah/watt-activation/part-236
[2]Part 2331 fact
ctx:discord/blah/watt-activation/part-233
[3]Wf12 16 Td Rose Hill Le Maurice Mariages Patronymes En Jo Cgmr1 fact
ctx:genes/val-mauritius/wf12-16-td-rose-hill-le-maurice-mariages-patronymes-en-jo-cgmr
[4]655 facts
ctx:discord/blah/watt-activation/65
- full textwatt-activation-65
  text/plain3 KBdoc:agent/watt-activation-65/3eb67599-95d0-41e7-8dbb-3ef5adce2574
  Show excerpt
  [2026-03-07 15:47] xenonfun: ``` What the simplification would lose The "near-zero-cost drop-in" claim is mostly right for a single-layer, single-step model. But there are structural features the Kuramoto architecture provides that a n…
[5]3024 facts
ctx:discord/blah/watt-activation/302
- full textwatt-activation-302
  text/plain3 KBdoc:agent/watt-activation-302/799ace9b-0832-4dc6-aafb-d5303a75e0d0
  Show excerpt
  [2026-03-14 07:32] xenonfun: ``` ┌───────────────────┬────────┬─────────────┬───────────────┐ │ Decoder │ Params │ Speed (B/s) │ Attention │ ├───────────────────┼────────┼─────────────┼───────────────┤ │ Softmax d=384 …
[6]3656 facts
ctx:discord/blah/watt-activation/365
- full textwatt-activation-365
  text/plain3 KBdoc:agent/watt-activation-365/4484333a-106a-4a18-8c2e-741801026056
  Show excerpt
  [2026-03-18 03:04] xenonfun: ⏺ 7 of 18 configs done, 8th running. Early results already very interesting: ```┌───────────────┬────────┬─────────────┬────────┬──────────┬─────────┐ │ Encoding │ Config │ BPB │ DC@128 │ Entit…
[7]4165 facts
ctx:discord/blah/watt-activation/416
- full textwatt-activation-416
  text/plain3 KBdoc:agent/watt-activation-416/a471c17b-ef40-480f-b2f4-bbf6d25581f5
  Show excerpt
  [2026-03-19 21:25] xenonfun: ⏺ The spikes are in r and capacity — look at the oscillation: - Step 150: r=0.061, C=1.5b - Step 200: r=0.155, C=2.5b ← spike - Step 225: r=0.072, C=1.7b ← back down - Step 250: r=0.034, C=1.5b ← very l…
[8]6085 facts
ctx:discord/blah/watt-activation/608
- full textwatt-activation-608
  text/plain2 KBdoc:agent/watt-activation-608/a9cc9bc2-b034-450f-bf85-dcb33eeaecc4
  Show excerpt
  [2026-04-10 19:18] xenonfun: at 85% test coverage on library, few more improvement and enable the swarm downloading, server becomes just a seeding node mostly. ✶ Improving handler test coverage… ⎿ ◼ Improve handler.rs coverage (49% → 70%…
[9]8db83f0d 819a 4f3b B500 3a38a63092b21 fact
ctx:claims/beam/8db83f0d-819a-4f3b-b500-3a38a63092b2
[10]Cee62184 5651 4902 908c 7655e11135202 facts
ctx:claims/beam/cee62184-5651-4902-908c-7655e1113520
- full textbeam-chunk
  text/plain1 KBdoc:beam/cee62184-5651-4902-908c-7655e1113520
  Show excerpt
  In the example usage, the DataFrame `data` contains a mix of numerical and categorical data. The `vectorize_data` function will one-hot encode the categorical column `column2`. ### Output The output will be: ``` column1 column2_a co…
[11]E12c00fd 463a 4d46 Bb15 7c1dbfe998235 facts
ctx:claims/beam/e12c00fd-463a-4d46-bb15-7c1dbfe99823
- full textbeam-chunk
  text/plain1 KBdoc:beam/e12c00fd-463a-4d46-bb15-7c1dbfe99823
  Show excerpt
  input_ids = tf.constant([[1, 2, 3], [4, 5, 6]]) strategy = 'strategy1' embeddings = implement_embedding_strategies(input_ids, strategy) print(embeddings) ``` How can I modify this code to implement the different embedding strategies correct…
[12]8bf9ec46 2c0a 4990 B74d E0b079d65b513 facts
ctx:claims/beam/8bf9ec46-2c0a-4990-b74d-e0b079d65b51
- full textbeam-chunk
  text/plain1 KBdoc:beam/8bf9ec46-2c0a-4990-b74d-e0b079d65b51
  Show excerpt
  - Use `pd.read_csv` to load the documents into a `DataFrame`. 2. **Debugging Logic**: - Use boolean indexing to update the `'error'` column. This method is more efficient and works in place. 3. **Returning the Updated DataFrame**: …
[13]4da5e6e6 6f55 4c0d B94f 19f0ca28767b8 facts
ctx:claims/beam/4da5e6e6-6f55-4c0d-b94f-19f0ca28767b
[14]Z12 facts
ctx:research/smoke/z
- full textctx:research/smoke/z
  text/plain10 Bdoc:research/smoke/z
  Show excerpt
  Test fact.…

Keep researching

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Row 1

Inbound mentions (14)

containsRowContains Row(5)

hasRowHas Row(4)

conditionForClaimCondition for Claim(1)

describesRowDescribes Row(1)

isFollowedByIs Followed by(1)

mapsToMaps to(1)

occursInTopRightOccurs in Top Right(1)

Other facts (64)

Timeline

References (14)

See also

Keep researching

`containsRow`Contains Row(5)

`hasRow`Has Row(4)

`conditionForClaim`Condition for Claim(1)

`describesRow`Describes Row(1)

`isFollowedBy`Is Followed by(1)

`mapsTo`Maps to(1)

`occursInTopRight`Occurs in Top Right(1)