Dontopedia

Standard Attention

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

Standard Attention has 11 facts recorded in Dontopedia across 5 references.

11 facts·11 predicates·5 sources

Mostly:benefits from kan replacement(1), closely resembles(1), uses dot product of(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.

preferredOverPreferred Over(2)

achievesNearly10PercentBetterPplAchieves Nearly10 Percent Better Ppl(1)

advocatesKanAttentionAdvocates Kan Attention(1)

alternativeToStandardAttentionAlternative to Standard Attention(1)

beatsBeats(1)

beatsBaselineBeats Baseline(1)

hasSameParameterCountAsHas Same Parameter Count As(1)

improvesImproves(1)

isNearZeroCostDropInImprovementIs Near Zero Cost Drop in Improvement(1)

possibleWherePossible Where(1)

presupposesComparableParamsPresupposes Comparable Params(1)

similarToMechanismInSimilar to Mechanism in(1)

Other facts (11)

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.

11 facts
PredicateValueRef
Benefits From Kan ReplacementPpl Improvement[1]
Closely ResemblesLohe Gate[2]
Uses Dot Product ofQ/K normalized vectors[2]
Implicates Lack ofKuramoto Coupling Dynamics[2]
Mechanically Similar toLohe Gate[2]
Replaced byCoupling Based Conditioning[3]
Has Wall Time292.1[4]
Has Best Ppl6.04[4]
Has Params421120[4]
Has Ppl Ratio1[4]
Rdf:typeTechnique[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.

11 undated
—
benefitsFromKanReplacementblah/watt-activation/part-63
ex:ppl-improvement
—
closelyResemblesblah/watt-activation/part-67
ex:lohe-gate
—
usesDotProductOfblah/watt-activation/part-67
Q/K normalized vectors
—
implicatesLackOfblah/watt-activation/part-67
ex:kuramoto-coupling-dynamics
—
mechanicallySimilarToblah/watt-activation/part-67
ex:lohe-gate
—
replacedByblah/watt-activation/part-258
ex:coupling-based-conditioning
—
hasWallTimeblah/watt-activation/part-61
292.1
—
hasBestPPLblah/watt-activation/part-61
6.04
—
hasParamsblah/watt-activation/part-61
421120
—
hasPplRatioblah/watt-activation/part-61
1
—
typeblah/watt-activation/63
ex:Technique

References (5)

5 references
  1. [1]Part 631 fact
    ctx:discord/blah/watt-activation/part-63
  2. [2]Part 674 facts
    ctx:discord/blah/watt-activation/part-67
  3. [3]Part 2581 fact
    ctx:discord/blah/watt-activation/part-258
  4. [4]Part 614 facts
    ctx:discord/blah/watt-activation/part-61
  5. [5]631 fact
    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 …

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.

↑