closest_synonyms
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)
closest_synonyms has 10 facts recorded in Dontopedia across 4 references, with 1 live disagreement.
Mostly:rdf:type(4), selection method(1), derived from(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (12)
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.
returnsReturns(5)
- Function Output
ex:function-output - Function Return
ex:function-return - Get Synonyms
ex:get-synonyms - Get Synonyms Function
ex:get-synonyms-function - Return Statement
ex:return-statement
appliedToApplied to(2)
- Extend Method
ex:extend-method - List Extend Operation
ex:list-extend-operation
findsFinds(1)
- Step 5
ex:step-5
serializesSerializes(1)
- Value Serialization
ex:value-serialization
storesStores(1)
- Cache Storage Operation
ex:cache-storage-operation
targetTarget(1)
- List Extension
ex:list-extension
valueValue(1)
- Cache Value Argument
ex:cache-value-argument
Other facts (9)
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 | Array | [1] |
| Rdf:type | Variable | [2] |
| Rdf:type | Similarity Result | [3] |
| Rdf:type | List | [4] |
| Selection Method | top-2-closest | [1] |
| Derived From | Similarities | [1] |
| Constructed by | List Extension | [1] |
| Selected by | Top 2 Argsort | [1] |
| Assigned by | Top 2 Selection | [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.
References (4)
ctx:claims/beam/add559bf-3ce5-4390-a544-0660ac8acf99- full textbeam-chunktext/plain1 KB
doc:beam/add559bf-3ce5-4390-a544-0660ac8acf99Show excerpt
closest_synonyms.extend([synonyms[i] for i in np.argsort(similarities)[-2:]]) # Take top 2 closest synonyms return closest_synonyms # Test the synonym expansion terms = ["happy", "sad", "angry"] for term in terms: synonym…
ctx:claims/beam/53d58b5f-0ac9-4fe0-a622-0ed22ea9a7eb- full textbeam-chunktext/plain1 KB
doc:beam/53d58b5f-0ac9-4fe0-a622-0ed22ea9a7ebShow excerpt
### Step 3: Initialize Redis for Caching Initialize Redis to cache the contextual embeddings and synonyms: ```python import redis redis_client = redis.Redis(host='localhost', port=6379, db=0) ``` ### Step 4: Generate Contextual Embeddin…
ctx:claims/beam/a296a949-2c13-4366-96e2-0759ac1499ba- full textbeam-chunktext/plain995 B
doc:beam/a296a949-2c13-4366-96e2-0759ac1499baShow excerpt
return closest_synonyms # Test the synonym expansion terms = ["happy", "sad", "angry"] for term in terms: synonyms = get_synonyms(term) print(f"Synonyms for '{term}': {synonyms}") ``` ### Summary 1. **Setup Environment**: Ens…
ctx:claims/beam/5e1fccc0-109f-4d58-b6c4-6482a168aad7- full textbeam-chunktext/plain1 KB
doc:beam/5e1fccc0-109f-4d58-b6c4-6482a168aad7Show excerpt
for word, synonyms in thesaurus.items(): word_embedding = get_contextual_embeddings(word) similarities = [np.dot(term_embedding, get_contextual_embeddings(syn)) for syn in synonyms] closest_synonyms.extend([synon…
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