Dontopedia

Best Accuracy

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)

Best Accuracy has 4 facts recorded in Dontopedia across 2 references, with 1 live disagreement.

4 facts·3 predicates·2 sources·1 in dispute
Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (3)

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containsContains(1)

hasResultMetricHas Result Metric(1)

resultsInResults in(1)

Other facts (4)

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.

4 facts
PredicateValueRef
Rdf:typeVariable[1]
Rdf:typePerformance Metric[2]
Is Variable inCode Snippet[1]
Is Output ofFind Optimal Threshold[1]

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.

is-variable-inbeam/f85640f6-6171-48b4-a25c-15c083b59052
ex:code-snippet
typebeam/f85640f6-6171-48b4-a25c-15c083b59052
ex:Variable
is-output-ofbeam/f85640f6-6171-48b4-a25c-15c083b59052
ex:find-optimal-threshold
typebeam/b8262a16-5cc4-4ded-9566-255558cf4007
ex:PerformanceMetric

References (2)

2 references
  1. ctx:claims/beam/f85640f6-6171-48b4-a25c-15c083b59052
    • full textbeam-chunk
      text/plain1 KBdoc:beam/f85640f6-6171-48b4-a25c-15c083b59052
      Show excerpt
      print(f"Best Threshold: {best_threshold}, Best Accuracy: {best_accuracy}") # Tune the queries with the best threshold tuned_queries = tune_thresholds(queries, best_threshold) print(tuned_queries) ``` ### Explanation 1. **Cross-Validation
  2. ctx:claims/beam/b8262a16-5cc4-4ded-9566-255558cf4007
    • full textbeam-chunk
      text/plain1 KBdoc:beam/b8262a16-5cc4-4ded-9566-255558cf4007
      Show excerpt
      Running the above code might produce output similar to the following: ```plaintext Best Threshold: 0.8, Best Accuracy: 1.0 [{'id': 2, 'score': 0.9}, {'id': 4, 'score': 0.85}, {'id': 5, 'score': 0.95}] ``` ### Conclusion By using a cross-

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