Dontopedia

Paper Contribution

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

Paper Contribution has 5 facts recorded in Dontopedia across 2 references.

5 facts·5 predicates·2 sources

Mostly:achieves savings(1), is one line summary(1), replaces with(1)

Maturity scale raw canonical shape-checked rule-derived certified

Other facts (5)

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.

5 facts
PredicateValueRef
Achieves Savings3x parameters[1]
Is One Line Summaryreplace the learned embedding table with a fixed optimal constellation, save 3x parameters, get better results[1]
Replaces WithFixed Optimal Constellation[1]
One Line VersionContribution Summary[2]
Not Written inML Paper[2]

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.

5 undated
—
achievesSavingsblah/watt-activation/part-333
3x parameters
—
isOneLineSummaryblah/watt-activation/part-333
replace the learned embedding table with a fixed optimal constellation, save 3x parameters, get better results
—
replacesWithblah/watt-activation/part-333
ex:fixed-optimal-constellation
—
oneLineVersionblah/watt-activation/331
ex:contribution-summary
—
notWrittenInblah/watt-activation/331
ex:ml-paper

References (2)

2 references
  1. [1]Part 3333 facts
    ctx:discord/blah/watt-activation/part-333
  2. [2]3312 facts
    ctx:discord/blah/watt-activation/331
    • full textwatt-activation-331
      text/plain3 KBdoc:agent/watt-activation-331/171bcb73-6b34-47a5-8430-e89c28ce4ad9
      Show excerpt
      [2026-03-15 06:04] xenonfun: ``` Correct — nobody is doing this. Based on the literature review: The closest anyone gets is RoPE, which is mathematically PSK but nobody in the ML community frames it that way or designed it from that perspec…

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