Dontopedia

val ppl

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

val ppl has 27 facts recorded in Dontopedia across 10 references, with 1 live disagreement.

27 facts·24 predicates·10 sources·1 in dispute

Mostly:improves to(3), most valuable with(1), not meaningful in(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (6)

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.

emphasizesMetricsEmphasizes Metrics(1)

hasBestMetricHas Best Metric(1)

improvesContinuouslyImproves Continuously(1)

logsValMetricsToWandbLogs Val Metrics to Wandb(1)

nowHasMetricNow Has Metric(1)

reducesValueOfReduces Value of(1)

Other facts (26)

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.

26 facts
PredicateValueRef
Improves to166[3]
Improves to160[3]
Improves to154[3]
Most Valuable WithClean Train Val Split From Start[1]
Not Meaningful inContinued Fine Tuning[1]
Not MeaningfulIn This Context[1]
Equals278.2[2]
Primary Evaluation Metric{}[3]
Improves From176[3]
Peaked Earlier Possibly{}[3]
Decreases Sequentially{}[3]
Measures Perplexity on Validationnull[4]
Decreases MonotonicallyLohe Optimizer[5]
Is Monotonically Decreasing Every100 StepsLohe Optimizer Fine Tune[5]
Lower Is Bettertrue[5]
Improved From1034996[6]
Improved to468160[6]
Decreases Linearly From350.1[7]
Decreases to349.6[7]
Equals417 After1 Epoch[8]
Indicates Semantic FailureGrokking[8]
Worse ThanTrain Loss[9]
Has PlateauedShakespeare Training Run[9]
Improves to Best6.1[9]
Peaks Best atEpoch 7[9]
Statusplateaued[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.

mostValuableWithblah/watt-activation/part-41
ex:clean-train-val-split-from-start
notMeaningfulInblah/watt-activation/part-41
ex:continued-fine-tuning
notMeaningfulblah/watt-activation/part-41
ex:in-this-context
equalsblah/watt-activation/part-122
278.2
improvesToblah/watt-activation/part-169
166
primaryEvaluationMetricblah/watt-activation/part-169
{}
improvesFromblah/watt-activation/part-169
176
peakedEarlierPossiblyblah/watt-activation/part-169
{}
improvesToblah/watt-activation/part-169
160
improvesToblah/watt-activation/part-169
154
decreasesSequentiallyblah/watt-activation/part-169
{}
measuresPerplexityOnValidationblah/watt-activation/part-177
null
decreasesMonotonicallyblah/watt-activation/part-192
ex:lohe-optimizer
isMonotonicallyDecreasingEvery100Stepsblah/watt-activation/part-192
ex:lohe-optimizer-fine-tune
lowerIsBetterblah/watt-activation/part-192
true
improvedFromblah/watt-activation/part-190
1034996
improvedToblah/watt-activation/part-190
468160
decreasesLinearlyFromblah/watt-activation/part-193
350.1
decreasesToblah/watt-activation/part-193
349.6
equals417Afterblah/watt-activation/part-228
ex:1-epoch
indicatesSemanticFailureblah/watt-activation/part-228
ex:grokking
worseThanblah/watt-activation/part-347
ex:train-loss
hasPlateauedblah/watt-activation/part-347
ex:shakespeare-training-run
improvesToBestblah/watt-activation/part-347
6.1
peaksBestAtblah/watt-activation/part-347
ex:epoch-7
labelblah/watt-activation/345
val ppl
statusblah/watt-activation/345
plateaued

References (10)

10 references
  1. [1]Part 413 facts
    ctx:discord/blah/watt-activation/part-41
  2. [2]Part 1221 fact
    ctx:discord/blah/watt-activation/part-122
  3. [3]Part 1697 facts
    ctx:discord/blah/watt-activation/part-169
  4. [4]Part 1771 fact
    ctx:discord/blah/watt-activation/part-177
  5. [5]Part 1923 facts
    ctx:discord/blah/watt-activation/part-192
  6. [6]Part 1902 facts
    ctx:discord/blah/watt-activation/part-190
  7. [7]Part 1932 facts
    ctx:discord/blah/watt-activation/part-193
  8. [8]Part 2282 facts
    ctx:discord/blah/watt-activation/part-228
  9. [9]Part 3474 facts
    ctx:discord/blah/watt-activation/part-347
  10. [10]3452 facts
    ctx:discord/blah/watt-activation/345
    • full textwatt-activation-345
      text/plain3 KBdoc:agent/watt-activation-345/c59946eb-7ad9-465b-939c-f70436033800
      Show excerpt
      [2026-03-16 01:39] xenonfun: ⏺ Yes — principled noise injection is exactly what communications systems do. Three reasons it could help: 1. Stochastic resonance. In nonlinear systems (which Lohe sync IS), a small amount of noise can actua

See also

Keep researching

Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.