Dontopedia

Benchmarks

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)

Benchmarks has 22 facts recorded in Dontopedia across 15 references.

22 facts·22 predicates·15 sources

Mostly:used for evaluating(1), suspected as training data(1), for(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (18)

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.

areComingInAre Coming in(1)

assertsSuperiorityConfidentlyAsserts Superiority Confidently(1)

assertsTrainingOnAsserts Training on(1)

causesBadMeasurementsCauses Bad Measurements(1)

causesSlownessCauses Slowness(1)

comparedAgainstCompared Against(1)

comparedWithCompared With(1)

comparesCompares(1)

depictsVerificationDepicts Verification(1)

focusesOnTopicFocuses on Topic(1)

hasLotsOfHas Lots of(1)

identifiesSlowPartIdentifies Slow Part(1)

isNaturalNextStepIs Natural Next Step(1)

knowsFromExperienceKnows From Experience(1)

performedInPerformed in(1)

potentiallyOverfitToPotentially Overfit to(1)

questionedForRealUtilityQuestioned for Real Utility(1)

usesTablesForEvidenceUses Tables for Evidence(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
Used for EvaluatingAI Models[1]
Suspected As Training DataAI Models[1]
ForHarmonic Approach[2]
Measure Matrix Multiply Time1024^3, 2048^3[3]
Performed on Mpsnull[4]
Include L1024B256b3d[5]
Are Necessary forEvaluation[6]
Slow Due toOther Peoples Code[7]
Measure Convergence Speednull[8]
Measure Parameter Countstrue[9]
Match Existing Precision BehaviorGated Cumsum Real Existing[9]
Assume Float32 Standardtrue[9]
Measure Time in Millisecondstrue[9]
Use Float32 Precision Throughouttrue[9]
References Lohe Sync PrototypeMetal Kernel[10]
Are Reproduciblenull[11]
Were Conductedtrue[12]
Intended for Training onnull[13]
Essential for Validationnull[14]
Presupposed to Existnull[14]
Compared WithHistorical Data[15]
Compared AgainstHistorical Data[15]

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.

22 undated
—
usedForEvaluatingblah/models/part-6
ex:ai-models
—
suspectedAsTrainingDatablah/models/part-6
ex:ai-models
—
forblah/omega/part-1212
ex:harmonic-approach
—
measureMatrixMultiplyTimeblah/training-and-evals/part-31
1024^3, 2048^3
—
performedOnMpsblah/watt-activation/part-8
null
—
includeL1024blah/watt-activation/part-68
ex:b256b3d
—
areNecessaryForblah/watt-activation/part-161
ex:evaluation
—
slowDueToblah/watt-activation/part-308
ex:other-peoples-code
—
measureConvergenceSpeedblah/watt-activation/part-317
null
—
measureParameterCountsblah/watt-activation/part-380
true
—
matchExistingPrecisionBehaviorblah/watt-activation/part-380
ex:gated-cumsum-real-existing
—
assumeFloat32Standardblah/watt-activation/part-380
true
—
measureTimeInMillisecondsblah/watt-activation/part-380
true
—
useFloat32PrecisionThroughoutblah/watt-activation/part-380
true
—
referencesLoheSyncPrototypeblah/watt-activation/part-454
ex:metal-kernel
—
areReproducibleblah/watt-activation/part-449
null
—
wereConductedblah/watt-activation/part-461
true
—
intendedForTrainingOnblah/models/part-5
null
—
essentialForValidationblah/omega/part-1213
null
—
presupposedToExistblah/omega/part-1213
null
—
comparedWithbeam/d08830f6-b282-4af7-b81f-6ba8f14334a9
ex:historical-data
—
comparedAgainstbeam/d08830f6-b282-4af7-b81f-6ba8f14334a9
ex:historical-data

References (15)

15 references
  1. [1]Part 62 facts
    ctx:discord/blah/models/part-6
  2. [2]Part 12121 fact
    ctx:discord/blah/omega/part-1212
  3. [3]Part 311 fact
    ctx:discord/blah/training-and-evals/part-31
  4. [4]Part 81 fact
    ctx:discord/blah/watt-activation/part-8
  5. [5]Part 681 fact
    ctx:discord/blah/watt-activation/part-68
  6. [6]Part 1611 fact
    ctx:discord/blah/watt-activation/part-161
  7. [7]Part 3081 fact
    ctx:discord/blah/watt-activation/part-308
  8. [8]Part 3171 fact
    ctx:discord/blah/watt-activation/part-317
  9. [9]Part 3805 facts
    ctx:discord/blah/watt-activation/part-380
  10. [10]Part 4541 fact
    ctx:discord/blah/watt-activation/part-454
  11. [11]Part 4491 fact
    ctx:discord/blah/watt-activation/part-449
  12. [12]Part 4611 fact
    ctx:discord/blah/watt-activation/part-461
  13. [13]Part 51 fact
    ctx:discord/blah/models/part-5
  14. [14]Part 12132 facts
    ctx:discord/blah/omega/part-1213
  15. [15]D08830f6 B282 4af7 B81f 6ba8f14334a92 facts
    ctx:claims/beam/d08830f6-b282-4af7-b81f-6ba8f14334a9
    • full textbeam-chunk
      text/plain1 KBdoc:beam/d08830f6-b282-4af7-b81f-6ba8f14334a9
      Show excerpt
      1. **Research Benchmarks**: Look for industry reports or guidelines that provide time estimates for common documentation tasks. 2. **Compare with Your Data**: Compare these benchmarks with your historical data to see if they align or if adj…

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