Dontopedia

Expert

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

Expert has 23 facts recorded in Dontopedia across 10 references, with 1 live disagreement.

23 facts·21 predicates·10 sources·1 in dispute

Mostly:made assumption(3), exists(1), accurately predicted(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (13)

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.

attributedToAttributed to(2)

evaluatesPositivelyEvaluates Positively(1)

framesAsFrames As(1)

maeWithinExpertTargetRangeMae Within Expert Target Range(1)

orderedInspectionByOrdered Inspection by(1)

posesQuestionToExpertPoses Question to Expert(1)

recommendedByExpertRecommended by Expert(1)

referencesPlanFromReferences Plan From(1)

stagesStages(1)

statesExpertPredictionStates Expert Prediction(1)

suggestedBySuggested by(1)

underChargeOfUnder Charge of(1)

Other facts (23)

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.

23 facts
PredicateValueRef
Made AssumptionAnalytical Bptt Assumption[10]
Made AssumptionLarger Model Assumption[10]
Made AssumptionLonger Training Assumption[10]
Existstrue[1]
Accurately PredictedAnomaly Manifestation[2]
Confirmed All Three FixesTrue[3]
Confirmed Fixes With CertaintyTrue[3]
Is Trusted AuthorityTrue[3]
Suggested Sigmoid Bounded Reparameterization for GammaTrue[3]
Recommended200k StepsRul Head Training[4]
Predicted Mae Approx Few Percent of Total LifetimeRul Head Training 400k[4]
Has Expectation of Few Percent Maenull[5]
Predicted With Uncertainty9-12%[6]
Predicted Mae Range for Analytical Bptt9-12%[6]
Predicted Mae4-6[7]
Has Unrealized Predictionnull[7]
Needed to ExamineDocument Produced[8]
Took Samples toBrisbane[8]
VisitedMr J W Stewart[8]
Would Be Difficult to ProduceCapable of Pronouncing Nicely[8]
Will ExplainPrinciples of Working Machinery Implements[9]
Rdf:typePerson[10]
Predicted Value4 6 Percent Range[10]

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.

23 undated
—
existsblah/watt-activation/part-500
true
—
accuratelyPredictedblah/watt-activation/part-503
ex:anomaly-manifestation
—
confirmedAllThreeFixesblah/watt-activation/part-501
ex:true
—
confirmedFixesWithCertaintyblah/watt-activation/part-501
ex:true
—
isTrustedAuthorityblah/watt-activation/part-501
ex:true
—
suggestedSigmoidBoundedReparameterizationForGammablah/watt-activation/part-501
ex:true
—
recommended200kStepsblah/watt-activation/part-511
ex:rul-head-training
—
predictedMaeApproxFewPercentOfTotalLifetimeblah/watt-activation/part-511
ex:rul-head-training-400k
—
hasExpectationOfFewPercentMaeblah/watt-activation/part-512
null
—
predictedWithUncertaintyblah/watt-activation/part-513
9-12%
—
predictedMaeRangeForAnalyticalBpttblah/watt-activation/part-513
9-12%
—
predictedMAEblah/watt-activation/part-515
4-6
—
hasUnrealizedPredictionblah/watt-activation/part-515
null
—
neededToExaminetrove-cooktown/coloured-persons
ex:document-produced
—
tookSamplesTotrove-cooktown/coloured-persons
ex:brisbane
—
visitedtrove-cooktown/coloured-persons
ex:mr-j-w-stewart
—
wouldBeDifficultToProducetrove-cooktown/coloured-persons
ex:capable-of-pronouncing-nicely
—
willExplainlaura-corridor/loop16-frontier-violence
ex:principles-of-working-machinery-implements
—
typeblah/watt-activation/512
ex:Person
—
predictedValueblah/watt-activation/512
ex:4-6-percent-range
—
madeAssumptionblah/watt-activation/512
ex:analytical-bptt-assumption
—
madeAssumptionblah/watt-activation/512
ex:larger-model-assumption
—
madeAssumptionblah/watt-activation/512
ex:longer-training-assumption

References (10)

10 references
  1. [1]Part 5001 fact
    ctx:discord/blah/watt-activation/part-500
  2. [2]Part 5031 fact
    ctx:discord/blah/watt-activation/part-503
  3. [3]Part 5014 facts
    ctx:discord/blah/watt-activation/part-501
  4. [4]Part 5112 facts
    ctx:discord/blah/watt-activation/part-511
  5. [5]Part 5121 fact
    ctx:discord/blah/watt-activation/part-512
  6. [6]Part 5132 facts
    ctx:discord/blah/watt-activation/part-513
  7. [7]Part 5152 facts
    ctx:discord/blah/watt-activation/part-515
  8. [8]Coloured Persons4 facts
    ctx:genes/trove-cooktown/coloured-persons
  9. [9]Loop16 Frontier Violence1 fact
    ctx:genes/laura-corridor/loop16-frontier-violence
  10. [10]5125 facts
    ctx:discord/blah/watt-activation/512
    • full textwatt-activation-512
      text/plain2 KBdoc:agent/watt-activation-512/b9562690-d0ae-4a31-b0ba-f7ce99f7c320
      Show excerpt
      [2026-03-22 21:20] xenonfun: ⏺ MAE 9.77% — same as plain MSE (9.8%). The weighting doesn't hurt but doesn't help either for this dataset. The early-life predictions are already good because the CHON features naturally separate healthy fr…

See also

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