Baseline Comparison Table

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-16.)

Baseline Comparison Table has 139 facts recorded in Dontopedia across 24 references, with 18 live disagreements.

139 facts·48 predicates·24 sources·18 in dispute

Mostly:has column(23), has column header(14), rdf:type(13)

Has Columnin dispute`hasColumn`

Column Provider^[9]all time · 23099137 B138 44ee 9261 F01594ae9355
Column Service^[9]all time · 23099137 B138 44ee 9261 F01594ae9355
Column Cost Per Hour^[9]all time · 23099137 B138 44ee 9261 F01594ae9355
Provider^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d
Pricing Model^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d
Throughput^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d
Metric^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d
Value Range^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d
Quality^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d
Latency^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d

Has Column Headerin dispute`hasColumnHeader`

Provider^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Cost Metric^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Volume Metric^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Performance Metric^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Response Time Metric^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Throughput Metric^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Reliability Rating^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Availability Rating^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Scalability Rating^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Support Quality^[12]sourceall time · 01b37c72 D80d 4002 A3e8 3b18391d043f

Rdf:typein dispute`rdf:type`

Table^[9]all time · 23099137 B138 44ee 9261 F01594ae9355
Data Structure^[10]all time · Ebc2fa71 57f7 42c2 94dc 697ba4990811
Comparison Doc Ument^[11]all time · F8753c3f 4846 4b8e 86f8 1a94edc0765d
Service Comparison Document^[12]all time · 01b37c72 D80d 4002 A3e8 3b18391d043f
Data Structure^[13]all time · 9f0d0b7c 820e 42f9 896e 531b852c2b32
Table^[14]all time · 190
Table^[15]all time · 192
Table^[16]all time · 270
Table^[17]all time · 283
Data Table^[18]all time · 340

Inbound mentions (23)

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.

`containsTable`Contains Table(2)

2026 03 15 12 42 Messageex:2026-03-15-12-42-message
Message 2026 04 20 00 14ex:message-2026-04-20-00-14

`follows`Follows(2)

Next Stepsex:next-steps
Next Steps Sectionex:next-steps-section

`providedFullComparison`Provided Full Comparison(2)

Xenonfunex:xenonfun
Xenonfunex:xenonfun

`affects`Affects(1)

Table Incompletenessex:table-incompleteness

`comparedBy`Compared by(1)

Fix Implementationex:fix-implementation

`contains`Contains(1)

Multi Part Responseex:multi-part-response

`containsComparisonTable`Contains Comparison Table(1)

Handoff Mdex:handoff-md

`hasTable`Has Table(1)

Comparison Documentex:comparison-document

`includesTable`Includes Table(1)

Turn 1651ex:turn-1651

`isPartOf`Is Part of(1)

Provider Bex:provider-b

`orders`Orders(1)

Document Flowex:document-flow

`partOf`Part of(1)

Next Steps Sectionex:next-steps-section

`precededBy`Preceded by(1)

Comparison Actionex:comparison-action

`produces`Produces(1)

Benchmark Suiteex:benchmark-suite

`producesOutput`Produces Output(1)

Comparison Systemex:comparison-system

`structureOf`Structure of(1)

Comparison Matrixex:comparison-matrix

`tableType`Table Type(1)

Example Evaluation Tableex:example-evaluation-table

`usedIn`Used in(1)

Pipe Separatorex:pipe-separator

`usesTable`Uses Table(1)

Textex:text

`usesTableFormat`Uses Table Format(1)

Xenonfunex:xenonfun

Other facts (85)

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.

85 facts

Predicate	Value	Ref
Contains Row	Within-prompt pairwise cos	[16]
Contains Row	Cross-prompt mean-field dist	[16]
Contains Row	Scale (norm_head output)	[16]
Contains Row	No Vq Mode	[17]
Contains Row	Passthrough Mode	[17]
Contains Row	Spherical Vq Mode	[17]
Contains Value	0.41-0.44	[16]
Contains Value	0.52-0.94	[16]
Contains Value	0.06-0.08	[16]
Contains Value	1.45	[16]
Contains Value	~0.86	[16]
Contains Value	~7-14	[16]
Compares Factor	Ppl Measured on	[1]
Compares Factor	Context Length	[1]
Compares Factor	Params	[1]
Compares Factor	Tokens Seen So Far	[1]
Compares Factor	Attention	[1]
Includes Method	Chon	[5]
Includes Method	Lstm	[5]
Includes Method	Lstm Cnn	[5]
Includes Method	Svm Rbf Kernel	[5]
Includes Method	Bilstm Pycaret	[5]
Has Header	Header Provider	[9]
Has Header	Header Service	[9]
Has Header	Header Cost Per Hour	[9]
Has Header	qualitative marker	[22]
Has Header	step	[22]
Compares Method	Lstm Autoencoder	[20]
Compares Method	Lstm Cnn	[20]
Compares Method	Svm Rbf	[20]
Compares Method	Bilstm Pycaret	[20]
Compares Method	Chon	[20]
Has Attribute	location	[24]
Has Attribute	accessibility	[24]
Has Attribute	security	[24]
Has Attribute	cost	[24]
Has Attribute	convenience	[24]
Contains Column	Column Config	[18]
Contains Column	Column Lr Mode	[18]
Contains Column	Column Val Bpb	[18]
Contains Column	Column Lr Settled	[18]
Compares Algebras	A0	[21]
Compares Algebras	A1	[21]
Compares Algebras	A5	[21]
Compares Optimizers	Rotadamw Fine Tune	[2]
Compares Optimizers	Lohe Optimizer Fine Tune	[2]
Compares Models	V1 Model	[7]
Compares Models	V2 Model	[7]
Has Header Row	true	[9]
Has Header Row	Header Row	[23]
Contains Provider	Provider a	[11]
Contains Provider	Provider B	[11]
Has Row	On Premises Row	[13]
Has Row	Cloud Row	[13]
Used Nats Per Byte Because	ln(ppl) gives for BPE models	[3]
Is Publishable	null	[4]
Intended for Publication	null	[4]
Is Clean	null	[4]
Compares H Values	H=2 vs H=4 at different G	[6]
Compares Models at Same Encoding	Rotor Vs Helmholtz	[6]
Tells Insight About	Encoding Size Matters	[6]
Matches on Steps	null	[7]
Shows Convergence After Step600	null	[7]
Emphasizes Delta Best	null	[7]
Evidenced by Metrics	null	[7]
Compares Expenditure	Eastern Colonies	[8]
Summarizes	Cost Per Hour Data	[9]
Formatted As	Plaintext Table	[9]
Uses Delimiter	Pipe Character	[9]
Uses Separator	Dash Line	[9]
Uses Pipe Delimiter	true	[9]
Uses Dash Separator	true	[9]
Summarizes Data	Cost Comparison Data	[9]
Has Three Rows	true	[9]
Has Three Columns	true	[9]
Uses Text Format	Plaintext	[9]
Intended for	detailed-analysis	[10]
Has Additional Provider	Additional Providers	[11]
Has Provider	Provider B	[12]
Designed for	Side by Side Analysis	[12]
Contains	Provider B	[12]
Listed in	Log Entry 1	[19]
Presented in	Message 1	[20]
Evaluated on Dataset	Published Dataset	[20]
Display Format	Markdown Table	[23]

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.

139 undated

—

comparesFactorblah/watt-activation/part-92

ex:ppl-measured-on

—

comparesFactorblah/watt-activation/part-92

ex:context-length

—

comparesFactorblah/watt-activation/part-92

ex:params

—

comparesFactorblah/watt-activation/part-92

ex:tokens-seen-so-far

—

comparesFactorblah/watt-activation/part-92

ex:attention

—

comparesOptimizersblah/watt-activation/part-192

ex:rotadamw-fine-tune

—

comparesOptimizersblah/watt-activation/part-192

ex:lohe-optimizer-fine-tune

—

usedNatsPerByteBecauseblah/watt-activation/part-327

ln(ppl) gives for BPE models

—

isPublishableblah/watt-activation/part-362

null

—

intendedForPublicationblah/watt-activation/part-362

null

—

isCleanblah/watt-activation/part-362

null

—

includesMethodblah/watt-activation/part-506

ex:chon

—

includesMethodblah/watt-activation/part-506

ex:lstm

—

includesMethodblah/watt-activation/part-506

ex:lstm-cnn

—

includesMethodblah/watt-activation/part-506

ex:svm-rbf-kernel

—

includesMethodblah/watt-activation/part-506

ex:bilstm-pycaret

—

comparesHValuesblah/watt-activation/part-392

H=2 vs H=4 at different G

—

comparesModelsAtSameEncodingblah/watt-activation/part-392

ex:rotor-vs-helmholtz

—

tellsInsightAboutblah/watt-activation/part-392

ex:encoding-size-matters

—

matchesOnStepsblah/watt-activation/part-685

null

—

showsConvergenceAfterStep600blah/watt-activation/part-685

null

—

comparesModelsblah/watt-activation/part-685

ex:v1-model

—

emphasizesDeltaBestblah/watt-activation/part-685

null

—

evidencedByMetricsblah/watt-activation/part-685

null

—

comparesModelsblah/watt-activation/part-685

ex:v2-model

—

comparesExpenditurerosie-reynolds-massacre-connection/aiatsis-financial-year-reports-wrong-jurisdiction-boundary-western-australia

ex:eastern-colonies

—

typebeam/23099137-b138-44ee-9261-f01594ae9355

ex:Table

—

hasColumnbeam/23099137-b138-44ee-9261-f01594ae9355

ex:column-provider

—

hasColumnbeam/23099137-b138-44ee-9261-f01594ae9355

ex:column-service

—

hasColumnbeam/23099137-b138-44ee-9261-f01594ae9355

ex:column-cost-per-hour

—

summarizesbeam/23099137-b138-44ee-9261-f01594ae9355

ex:cost-per-hour-data

—

hasHeaderbeam/23099137-b138-44ee-9261-f01594ae9355

ex:header-provider

—

hasHeaderbeam/23099137-b138-44ee-9261-f01594ae9355

ex:header-service

—

hasHeaderbeam/23099137-b138-44ee-9261-f01594ae9355

ex:header-cost-per-hour

—

formattedAsbeam/23099137-b138-44ee-9261-f01594ae9355

ex:plaintext-table

—

usesDelimiterbeam/23099137-b138-44ee-9261-f01594ae9355

ex:pipe-character

—

usesSeparatorbeam/23099137-b138-44ee-9261-f01594ae9355

ex:dash-line

—

usesPipeDelimiterbeam/23099137-b138-44ee-9261-f01594ae9355

true

—

usesDashSeparatorbeam/23099137-b138-44ee-9261-f01594ae9355

true

—

summarizesDatabeam/23099137-b138-44ee-9261-f01594ae9355

ex:cost-comparison-data

—

hasThreeRowsbeam/23099137-b138-44ee-9261-f01594ae9355

true

—

hasThreeColumnsbeam/23099137-b138-44ee-9261-f01594ae9355

true

—

hasHeaderRowbeam/23099137-b138-44ee-9261-f01594ae9355

true

—

usesTextFormatbeam/23099137-b138-44ee-9261-f01594ae9355

ex:plaintext

—

typebeam/ebc2fa71-57f7-42c2-94dc-697ba4990811

ex:DataStructure

—

intendedForbeam/ebc2fa71-57f7-42c2-94dc-697ba4990811

detailed-analysis

—

typebeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

ex:ComparisonDoc ument

—

containsProviderbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

ex:provider-a

—

containsProviderbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

ex:provider-b

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Provider

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Pricing Model

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Throughput

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Metric

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Value Range

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Quality

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Latency

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Response Time

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

QPS

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Performance

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Overall

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Reliability

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Scalability

—

hasColumnbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

Integration

—

hasAdditionalProviderbeam/f8753c3f-4846-4b8e-86f8-1a94edc0765d

ex:additional-providers

—

typebeam/01b37c72-d80d-4002-a3e8-3b18391d043f

ex:ServiceComparisonDocument

—

labelbeam/01b37c72-d80d-4002-a3e8-3b18391d043f

Cloud Provider Comparison Table

—

hasProviderbeam/01b37c72-d80d-4002-a3e8-3b18391d043f

ex:provider-b

—