Dontopedia

SymbioGPT

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

SymbioGPT has 23 facts recorded in Dontopedia across 5 references, with 1 live disagreement.

23 facts·20 predicates·5 sources·1 in dispute

Mostly:has throughput(2), has layers(2), is comparable implementation(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (5)

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.

comparedToCompared to(1)

comparesCompares(1)

fasterThanFaster Than(1)

nearlyMatchesParametersOfNearly Matches Parameters of(1)

presupposesExistenceOfPresupposes Existence of(1)

Other facts (22)

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.

22 facts
PredicateValueRef
Has Throughput67 it/s[1]
Has Throughput67[5]
Has Layers8[1]
Has Layers8[2]
Is Comparable Implementationtrue[1]
Achieves Ppl at Convergence65[2]
Uses Standard Attentionnull[2]
Has Parameters11900000[2]
Trained on Same CorpusCurrent Corpus[2]
Achieves Throughput67[2]
Serves As Benchmarknull[2]
Has Num Layers8[3]
Has It Per S Approx67[3]
Used for ComparisonAnchor Mode[3]
Is More Complextrue[3]
Rdf:typeModel[5]
Has Parameter Count11900000[5]
Has Layer Count8[5]
Uses Attention Typestandard attention[5]
Achieved Ppl65[5]
Ppl Measurement Conditionconvergence[5]
Trained on CorpusSame Corpus[5]

Timeline

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.

hasThroughputblah/watt-activation/part-48
67 it/s
isComparableImplementationblah/watt-activation/part-48
true
hasLayersblah/watt-activation/part-48
8
achievesPplAtConvergenceblah/watt-activation/part-49
65
usesStandardAttentionblah/watt-activation/part-49
null
hasParametersblah/watt-activation/part-49
11900000
hasLayersblah/watt-activation/part-49
8
trainedOnSameCorpusblah/watt-activation/part-49
ex:current-corpus
achievesThroughputblah/watt-activation/part-49
67
servesAsBenchmarkblah/watt-activation/part-49
null
hasNumLayersblah/watt-activation/part-62
8
hasItPerSApproxblah/watt-activation/part-62
67
usedForComparisonblah/watt-activation/part-62
ex:anchor-mode
isMoreComplexblah/watt-activation/part-62
true
labelblah/watt-activation/33
SymbioGPT
typeblah/watt-activation/49
ex:Model
hasParameterCountblah/watt-activation/49
11900000
hasThroughputblah/watt-activation/49
67
hasLayerCountblah/watt-activation/49
8
usesAttentionTypeblah/watt-activation/49
standard attention
achievedPplblah/watt-activation/49
65
pplMeasurementConditionblah/watt-activation/49
convergence
trainedOnCorpusblah/watt-activation/49
ex:same-corpus

References (5)

5 references
  1. [1]Part 483 facts
    ctx:discord/blah/watt-activation/part-48
  2. [2]Part 497 facts
    ctx:discord/blah/watt-activation/part-49
  3. [3]Part 624 facts
    ctx:discord/blah/watt-activation/part-62
  4. [4]331 fact
    ctx:discord/blah/watt-activation/33
    • full textwatt-activation-33
      text/plain3 KBdoc:agent/watt-activation-33/0fa8e7f8-efd0-4c82-af4a-9c3ceafd81b3
      Show excerpt
      [2026-03-06 22:35] xenonfun: Evaluation at iteration 65000 ====================================================================== Prompt: 'virtue is' Generated: 'the new york yankees for the two thousand two-five season: the first time, in
  5. [5]498 facts
    ctx:discord/blah/watt-activation/49
    • full textwatt-activation-49
      text/plain2 KBdoc:agent/watt-activation-49/5ad04ae1-982c-4317-a08d-514b4df08c34
      Show excerpt
      [2026-03-07 06:51] xenonfun: ``` Next steps worth testing: 1. Harmonic mode sweep — run the same configs with use_harmonic=True to see if the O(nk) mode can match pairwise quality 2. Longer sequences (512, 1024) where harmonic scaling a

See also

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