f1

as donto believed on

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

Linked via sameAs to 1 other subject: F1 ScoreReview & merge →

f1 has 29 facts recorded in Dontopedia across 10 references, with 5 live disagreements.

29 facts·16 predicates·10 sources·5 in dispute

Mostly:rdf:type(9), computed from(2), derived from(2)

Inbound mentions (28)

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.

`returns`Returns(6)

Calculate Metricsex:calculate_metrics
Compute Metricsex:compute_metrics
F1 Scoreex:f1_score
F1 Scoreex:f1_score
F1 Scoreex:f1_score
Train and Evaluate Modelex:train_and_evaluate_model

`appends`Appends(2)

F1 Appendex:f1-append
F1 Scoresex:f1_scores

`contains`Contains(2)

Four Metricsex:four-metrics
Metrics Tupleex:metrics-tuple

`relatedMetric`Related Metric(2)

Precisionex:precision
Recallex:recall

`third`Third(2)

Metric Calculation Orderex:metric-calculation-order
Score Appending Orderex:score-appending-order

`usedIn`Used in(2)

Predictionsex:predictions
True Labelsex:true_labels

`alias`Alias(1)

F1 Scoreex:f1_score

`appendedBy`Appended by(1)

F1 Scoresex:f1_scores

`appendMethod`Append Method(1)

F1 Scores Arrayex:f1-scores-array

`appendsToF1Scores`Appends to F1 Scores(1)

Tracking Metrics Codeex:tracking-metrics-code

`calculatesMetric`Calculates Metric(1)

Grid Searchex:grid-search

`computesF1`Computes F1(1)

Evaluate Functionex:evaluate-function

`computesF1Score`Computes F1 Score(1)

Python Scriptex:python-script

`hasVariable`Has Variable(1)

Grid Searchex:grid-search

`mentions`Mentions(1)

Point 1ex:point-1

`pairedWith`Paired With(1)

Accuracyex:accuracy

`stores`Stores(1)

F1 Scores Arrayex:f1-scores-array

`usesVariable`Uses Variable(1)

Track Metricsex:track_metrics

Other facts (28)

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.

28 facts

Predicate	Value	Ref
Rdf:type	Variable	[1]
Rdf:type	Performance Metric	[2]
Rdf:type	Metric	[3]
Rdf:type	Composite Metric	[3]
Rdf:type	Variable	[4]
Rdf:type	Metric	[5]
Rdf:type	Metric	[8]
Rdf:type	Metric	[9]
Rdf:type	Metric	[10]
Computed From	True Labels	[1]
Computed From	Predictions	[1]
Derived From	Precision	[4]
Derived From	Recall	[4]
Measures	Retrieval Balance	[5]
Measures	Classification Performance	[7]
Computed by	Compute Metrics	[8]
Computed by	F1 Score Function	[9]
Assigned by	F1 Score	[1]
Formatted Output	2 decimal places	[1]
Has Unit	Score	[1]
Is Provided by	F1 Score	[1]
Part of	Evaluation Metrics	[4]
Stored in	F1 Scores Array	[5]
Is Metric Type	F1 Score	[6]
Is Metric for	Classification Performance	[8]
Returns Number	true	[8]
Paired With	Accuracy	[8]
Returned by	Calculate Metrics	[10]

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.

29 undated

—

typebeam/ebda2d07-c933-44d1-ba4e-dbff565d177a

ex:Variable

—

assignedBybeam/ebda2d07-c933-44d1-ba4e-dbff565d177a

ex:f1_score

—

computedFrombeam/ebda2d07-c933-44d1-ba4e-dbff565d177a

ex:true_labels

—

computedFrombeam/ebda2d07-c933-44d1-ba4e-dbff565d177a

ex:predictions

—

formattedOutputbeam/ebda2d07-c933-44d1-ba4e-dbff565d177a

2 decimal places

—

hasUnitbeam/ebda2d07-c933-44d1-ba4e-dbff565d177a

ex:score

—

isProvidedBybeam/ebda2d07-c933-44d1-ba4e-dbff565d177a

ex:f1_score

—

typebeam/dd3a50ba-654e-47e8-b2f7-6fd2c1c26cde

ex:PerformanceMetric

—

typebeam/ab86a7b2-f677-45b2-b1d3-d2413153a445

ex:Metric

—

typebeam/ab86a7b2-f677-45b2-b1d3-d2413153a445

ex:CompositeMetric

—

typebeam/dfbb9e1e-3e56-4d8e-b41d-1a690438b469

ex:Variable

—

partOfbeam/dfbb9e1e-3e56-4d8e-b41d-1a690438b469

ex:evaluation-metrics

—

derivedFrombeam/dfbb9e1e-3e56-4d8e-b41d-1a690438b469

ex:precision

—

derivedFrombeam/dfbb9e1e-3e56-4d8e-b41d-1a690438b469

ex:recall

—

storedInbeam/5bd41d22-3ca1-4003-b984-10661f0214c0

ex:f1-scores-array

—

typebeam/5bd41d22-3ca1-4003-b984-10661f0214c0

ex:Metric

—

measuresbeam/5bd41d22-3ca1-4003-b984-10661f0214c0

ex:retrieval-balance

—

isMetricTypebeam/a55e7e9c-f5ae-4d91-b7ce-cd62d5497865

ex:f1-score

—

measuresbeam/61388ff0-b98e-4f4f-b553-0328c71a6d05

ex:classification_performance

—

typebeam/8511e19b-1795-4c4b-b967-d8360ac84264

ex:Metric

—

computedBybeam/8511e19b-1795-4c4b-b967-d8360ac84264

ex:compute_metrics

—

isMetricForbeam/8511e19b-1795-4c4b-b967-d8360ac84264

ex:classification_performance

—

returnsNumberbeam/8511e19b-1795-4c4b-b967-d8360ac84264

true

—

pairedWithbeam/8511e19b-1795-4c4b-b967-d8360ac84264

ex:accuracy

—

typebeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:Metric

—

labelbeam/e439b65d-d477-4a00-b619-b77ab784c2c2

—

computedBybeam/e439b65d-d477-4a00-b619-b77ab784c2c2

ex:f1-score-function

—

typebeam/7501fc9d-7281-43a4-b568-1aa8ca61725a

ex:Metric

—

returnedBybeam/7501fc9d-7281-43a4-b568-1aa8ca61725a

ex:calculate_metrics

References (10)

10 references

[1]Ebda2d07 C933 44d1 Ba4e Dbff565d177a7 facts
ctx:claims/beam/ebda2d07-c933-44d1-ba4e-dbff565d177a
- full textbeam-chunk
  text/plain995 Bdoc:beam/ebda2d07-c933-44d1-ba4e-dbff565d177a
  Show excerpt
  ### Example Code for Classification Task Here's an example of how you might evaluate a classification task using accuracy and F1 score in Python: ```python from sklearn.metrics import accuracy_score, f1_score, confusion_matrix # Predicti…
[2]Dd3a50ba 654e 47e8 B2f7 6fd2c1c26cde1 fact
ctx:claims/beam/dd3a50ba-654e-47e8-b2f7-6fd2c1c26cde
[3]Ab86a7b2 F677 45b2 B1d3 D2413153a4452 facts
ctx:claims/beam/ab86a7b2-f677-45b2-b1d3-d2413153a445
- full textbeam-chunk
  text/plain1 KBdoc:beam/ab86a7b2-f677-45b2-b1d3-d2413153a445
  Show excerpt
  ground_truth = generate_ground_truth(num_queries, num_relevant) with Timer() as timer: results = engine.search(test_data) total_duration += timer.duration total_throughput += num_queries…
[4]Dfbb9e1e 3e56 4d8e B41d 1a690438b4694 facts
ctx:claims/beam/dfbb9e1e-3e56-4d8e-b41d-1a690438b469
[5]5bd41d22 3ca1 4003 B984 10661f0214c03 facts
ctx:claims/beam/5bd41d22-3ca1-4003-b984-10661f0214c0
[6]A55e7e9c F5ae 4d91 B7ce Cd62d54978651 fact
ctx:claims/beam/a55e7e9c-f5ae-4d91-b7ce-cd62d5497865
[7]61388ff0 B98e 4f4f B553 0328c71a6d051 fact
ctx:claims/beam/61388ff0-b98e-4f4f-b553-0328c71a6d05
[8]8511e19b 1795 4c4b B967 D8360ac842645 facts
ctx:claims/beam/8511e19b-1795-4c4b-b967-d8360ac84264
- full textbeam-chunk
  text/plain1 KBdoc:beam/8511e19b-1795-4c4b-b967-d8360ac84264
  Show excerpt
  X, y = make_classification(n_samples=1000, n_features=20, n_informative=15, n_classes=2, random_state=42) X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state= 42) # Step 3: Implement Automated Testing def …
[9]E439b65d D477 4a00 B619 B77ab784c2c23 facts
ctx:claims/beam/e439b65d-d477-4a00-b619-b77ab784c2c2
- full textbeam-chunk
  text/plain1 KBdoc:beam/e439b65d-d477-4a00-b619-b77ab784c2c2
  Show excerpt
  logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s') def calculate_metrics(y_true, y_pred): accuracy = accuracy_score(y_true, y_pred) precision = precision_score(y_true, y_pred, zero_division=…
[10]7501fc9d 7281 43a4 B568 1aa8ca61725a2 facts
ctx:claims/beam/7501fc9d-7281-43a4-b568-1aa8ca61725a

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f1

Inbound mentions (28)

returnsReturns(6)

appendsAppends(2)

containsContains(2)

relatedMetricRelated Metric(2)

thirdThird(2)

usedInUsed in(2)

aliasAlias(1)

appendedByAppended by(1)

appendMethodAppend Method(1)

appendsToF1ScoresAppends to F1 Scores(1)

calculatesMetricCalculates Metric(1)

computesF1Computes F1(1)

computesF1ScoreComputes F1 Score(1)

hasVariableHas Variable(1)

mentionsMentions(1)

pairedWithPaired With(1)

storesStores(1)

usesVariableUses Variable(1)

Other facts (28)

Timeline

References (10)

See also

Keep researching

`returns`Returns(6)

`appends`Appends(2)

`contains`Contains(2)

`relatedMetric`Related Metric(2)

`third`Third(2)

`usedIn`Used in(2)

`alias`Alias(1)

`appendedBy`Appended by(1)

`appendMethod`Append Method(1)

`appendsToF1Scores`Appends to F1 Scores(1)

`calculatesMetric`Calculates Metric(1)

`computesF1`Computes F1(1)

`computesF1Score`Computes F1 Score(1)

`hasVariable`Has Variable(1)

`mentions`Mentions(1)

`pairedWith`Paired With(1)

`stores`Stores(1)

`usesVariable`Uses Variable(1)