Train the model
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-07-04.)
Train the model has 12 facts recorded in Dontopedia across 5 references, with 3 live disagreements.
Mostly:rdf:type(5), level(3), text(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (3)
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.
containsHeadingContains Heading(2)
- Assistant Turn 1589
ex:assistant-turn-1589 - Source Document
ex:source-document
precededByPreceded by(1)
- General Error Message
ex:general-error-message
Other facts (10)
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.
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Markdown Heading | [1] |
| Rdf:type | Markdown Heading | [2] |
| Rdf:type | Markdown Heading | [3] |
| Rdf:type | Heading | [4] |
| Rdf:type | Heading | [5] |
| Level | 3 | [1] |
| Level | 3 | [2] |
| Level | 1 | [4] |
| Text | Use `time.perf_counter()` for High Precision Timing | [1] |
| Content | Yalanjiwarra muruku junkurrjimaka bamanka bubuku | [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.
References (5)
ctx:claims/beam/62c1f8ac-8de0-4e5b-838b-e7b027874a3fctx:claims/beam/510b642e-a5bd-47af-a076-24877aedabafctx:claims/beam/56d934df-fabc-49fa-aced-bbb599b1c5e7ctx:claims/beam/4b350633-6322-4093-993a-e7268aabef00- full textbeam-chunktext/plain1 KB
doc:beam/4b350633-6322-4093-993a-e7268aabef00Show excerpt
# Train the model model.fit(X_train_tfidf, y_train) # Make predictions predictions = model.predict(X_test_tfidf) # Calculate the recall score recall = recall_score(y_test, predictions) print(f'Recall score: {recall:.3f}') # Print classif…
ctx:claims/document/0355015c-ab73-452e-8ee7-691c4cf33156- text/html145 KB
donto:blob/sha256/a96479c3c8d4e55b4f7fc43084e88fc541d27847b68e9d56f4ba1b3a1d67ea33Show excerpt
<!doctype html> <html lang="en-AU"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link rel="profile" href="https://gmpg.org/xfn/11"> <meta name='robots' content='index, follow, max-i…
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.