Dontopedia

Top-K Selection

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-08.)

Top-K Selection has 28 facts recorded in Dontopedia across 5 references, with 4 live disagreements.

28 facts·22 predicates·5 sources·4 in dispute

Mostly:rdf:type(3), sorts in descending order(2), operation(2)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (10)

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.

describesDescribes(1)

followedByFollowed by(1)

hasSectionHas Section(1)

hasStepHas Step(1)

negatedByNegated by(1)

precedesPrecedes(1)

producedByProduced by(1)

producesProduces(1)

sortedBySorted by(1)

usedInUsed in(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
Rdf:typeAlgorithm[2]
Rdf:typeCode Section[3]
Rdf:typeSelection Method[5]
Sorts in Descending Ordertrue[2]
Sorts in Descending OrderSimilarities[3]
Operationsorting similarities in descending order[3]
Operationselecting top k indices[3]
Precedes Mutationnull[1]
Uses OperationArgsort[2]
ReturnsTop Indices[2]
SelectsTop Indices[2]
Based onSimilarities Array[2]
Uses Negative Signtrue[2]
SlicesFirst K Elements[2]
Returns Indicestrue[2]
Is Step inAccuracy Computation Process[2]
Functionnp.argsort[3]
VariableTop Indices[3]
ParameterTop K[3]
PrecedesAccuracy Calculation[3]
Invokes FunctionNp Argsort[3]
Followed byAccuracy Calculation[3]
Uses NegationSimilarities[3]
Uses Slicingtrue[3]
Slices atTop K[3]
Algorithmsort-and-slice[4]

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.

precedesMutationblah/training-and-evals/part-23
null
typebeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
ex:Algorithm
labelbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
Top-k vector selection
usesOperationbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
ex:argsort
returnsbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
ex:top-indices
selectsbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
ex:top-indices
basedOnbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
ex:similarities-array
usesNegativeSignbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
true
slicesbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
ex:first-k-elements
returnsIndicesbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
true
sortsInDescendingOrderbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
true
isStepInbeam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
ex:accuracy-computation-process
operationbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
sorting similarities in descending order
operationbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
selecting top k indices
functionbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
np.argsort
variablebeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:top-indices
parameterbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:top-k
typebeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:CodeSection
labelbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
Top-K Selection
precedesbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:accuracy-calculation
invokesFunctionbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:np-argsort
followedBybeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:accuracy-calculation
sortsInDescendingOrderbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:similarities
usesNegationbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:similarities
usesSlicingbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
true
slicesAtbeam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
ex:top-k
algorithmbeam/318b09a9-3f79-4b9f-a94a-d96efdba319c
sort-and-slice
typebeam/c07ae379-ae89-4db6-8cc7-34e24961d945
ex:SelectionMethod

References (5)

5 references
  1. [1]Part 231 fact
    ctx:discord/blah/training-and-evals/part-23
  2. ctx:claims/beam/1c92d7b3-5e81-4735-8dba-06ce859d99dc
  3. ctx:claims/beam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
    • full textbeam-chunk
      text/plain1 KBdoc:beam/49bb8319-f0dd-4dfe-93e8-bcf8d163e4c4
      Show excerpt
      # Check if the target accuracy is met if accuracy >= target_accuracy: print("Target accuracy achieved!") else: print("Target accuracy not achieved. Consider adjusting parameters or increasing the dataset size.") ``` ### Explanation
  4. ctx:claims/beam/318b09a9-3f79-4b9f-a94a-d96efdba319c
  5. ctx:claims/beam/c07ae379-ae89-4db6-8cc7-34e24961d945

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.