Ppl Improvement

as donto believed on

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

Ppl Improvement has 3 facts recorded in Dontopedia across 2 references.

3 facts·3 predicates·2 sources

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.

`benefitsFromKanReplacement`Benefits From Kan Replacement(1)

Standard Attentionex:standard-attention

`demonstratesConsistencyIn`Demonstrates Consistency in(1)

Experimental Storyex:experimental-story

`expressesPositiveEvaluation`Expresses Positive Evaluation(1)

Xenonfunex:xenonfun

`potentiallyLeadsTo`Potentially Leads to(1)

Capacity Advantageex:capacity-advantage

`predicts`Predicts(1)

Dyn H4ex:dyn-h4

Other facts (3)

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.

3 facts

Predicate	Value	Ref
Consistent Across Iters	true	[1]
Has Quantity	12	[2]
Measured As	Perplexity improvement	[2]

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.

3 undated

—

consistentAcrossItersblah/watt-activation/part-94

true

—

hasQuantityblah/watt-activation/63

—

measuredAsblah/watt-activation/63

Perplexity improvement

References (2)

2 references

[1]Part 941 fact
ctx:discord/blah/watt-activation/part-94
[2]632 facts
ctx:discord/blah/watt-activation/63
- full textwatt-activation-63
  text/plain2 KBdoc:agent/watt-activation-63/1bd53136-248b-4353-b53c-b8c81b9d26f4
  Show excerpt
  [2026-03-07 15:30] xenonfun: ### no GPU contention run ``` Clean results at 5K iters: ┌───────────────────┬──────┬───────┬──────────┬───────────┬──────────┬───────┬─────────┐ │ Config │ it/s │ tok/s │ Avg Loss │ Final PPL …

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.

Ppl Improvement

Inbound mentions (5)

benefitsFromKanReplacementBenefits From Kan Replacement(1)

demonstratesConsistencyInDemonstrates Consistency in(1)

expressesPositiveEvaluationExpresses Positive Evaluation(1)

potentiallyLeadsToPotentially Leads to(1)

predictsPredicts(1)