Dontopedia

best_weights

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-11.)

best_weights has 20 facts recorded in Dontopedia across 5 references, with 4 live disagreements.

20 facts·11 predicates·5 sources·4 in dispute

Mostly:rdf:type(5), is result of(2), updated when(2)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (9)

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.

assignsAssigns(1)

consumesConsumes(1)

displaysDisplays(1)

formatsVariableFormats Variable(1)

printsPrints(1)

returnsReturns(1)

takesArgumentsTakes Arguments(1)

trackedByTracked by(1)

usesUses(1)

Other facts (17)

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.

17 facts
PredicateValueRef
Rdf:typeVariable[1]
Rdf:typeVariable[2]
Rdf:typeVariable[3]
Rdf:typeDictionary[4]
Rdf:typeConfiguration[5]
Is Result ofTune Weights[1]
Is Result ofOptimization Process[5]
Updated Whenbest_precision_condition[4]
Updated Whenbest_precision_updated[4]
IsVariable[1]
Assigned byTune Weights[1]
Output ofTune Weights[1]
RepresentsBest Weights Combination[3]
Tracks CorrespondingBest Precision[4]
Is Associated WithBest Precision[5]
Is Normalization ofNormalized Weights[5]
Is Output ofConditional Assignment[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.

isbeam/33fac88e-670b-45ad-bc1c-45cb2091b14a
ex:variable
assignedBybeam/33fac88e-670b-45ad-bc1c-45cb2091b14a
ex:tune_weights
typebeam/33fac88e-670b-45ad-bc1c-45cb2091b14a
ex:Variable
outputOfbeam/33fac88e-670b-45ad-bc1c-45cb2091b14a
ex:tune_weights
isResultOfbeam/33fac88e-670b-45ad-bc1c-45cb2091b14a
ex:tune_weights
typebeam/876593fe-f346-4056-accb-7ea33bea2791
ex:Variable
labelbeam/876593fe-f346-4056-accb-7ea33bea2791
best_weights
typebeam/3f4c4caf-7cac-4379-9d6d-0d4735a709bb
ex:Variable
labelbeam/3f4c4caf-7cac-4379-9d6d-0d4735a709bb
best_weights
representsbeam/3f4c4caf-7cac-4379-9d6d-0d4735a709bb
ex:best-weights-combination
typebeam/1ffcc69a-673e-4e51-9fb2-8fb50597b6ee
ex:Dictionary
updatedWhenbeam/1ffcc69a-673e-4e51-9fb2-8fb50597b6ee
best_precision_condition
updatedWhenbeam/1ffcc69a-673e-4e51-9fb2-8fb50597b6ee
best_precision_updated
tracksCorrespondingbeam/1ffcc69a-673e-4e51-9fb2-8fb50597b6ee
ex:best_precision
typebeam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
ex:Configuration
isAssociatedWithbeam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
ex:best_precision
labelbeam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
best weights
isNormalizationOfbeam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
ex:normalized_weights
isResultOfbeam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
ex:optimization-process
isOutputOfbeam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
ex:conditional-assignment

References (5)

5 references
  1. ctx:claims/beam/33fac88e-670b-45ad-bc1c-45cb2091b14a
    • full textbeam-chunk
      text/plain1002 Bdoc:beam/33fac88e-670b-45ad-bc1c-45cb2091b14a
      Show excerpt
      # Example data scores1 = np.array([0.8, 0.2, 0.4]) scores2 = np.array([0.3, 0.7, 0.1]) labels = np.array([1, 0, 1]) # Example labels # Tune weights best_weights = tune_weights(scores1, scores2, labels) print(f"Best weights: {best_weights}
  2. ctx:claims/beam/876593fe-f346-4056-accb-7ea33bea2791
  3. ctx:claims/beam/3f4c4caf-7cac-4379-9d6d-0d4735a709bb
    • full textbeam-chunk
      text/plain1 KBdoc:beam/3f4c4caf-7cac-4379-9d6d-0d4735a709bb
      Show excerpt
      # Output the best combination of weights print(f"Best Intent Precision: {best_precision}") print(f"Best Weights: {best_weights}") ``` ### Explanation 1. **Define Context Components and Initial Weights**: Identify the components of your co
  4. ctx:claims/beam/1ffcc69a-673e-4e51-9fb2-8fb50597b6ee
    • full textbeam-chunk
      text/plain1 KBdoc:beam/1ffcc69a-673e-4e51-9fb2-8fb50597b6ee
      Show excerpt
      # Check if the reformulated query matches the expected intent if check_intent_match(query, reformulated_query): correct_count += 1 precision = correct_count / len(test_queries) return precision def
  5. ctx:claims/beam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
    • full textbeam-chunk
      text/plain1 KBdoc:beam/8c53f93c-330d-4b71-9b2a-a7c521b5200c
      Show excerpt
      # Evaluate the precision precision = evaluate_intent_precision(normalized_weights, test_queries) # Track the best combination if precision > best_precision: best_precision = precision best_weights = norm

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