get_synonyms

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

get_synonyms has 41 facts recorded in Dontopedia across 5 references, with 6 live disagreements.

41 facts·28 predicates·5 sources·6 in dispute

Mostly:rdf:type(5), has parameter(3), returns(3)

Inbound mentions (13)

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.

`usedBy`Used by(4)

Bert Modelex:bert-model
Bert Tokenizerex:bert-tokenizer
Redis Clientex:redis-client
Word Tokenex:word-token

`demonstrates`Demonstrates(2)

Code Snippetex:code-snippet
Example Usageex:example-usage

`assignedBy`Assigned by(1)

Synonyms Variableex:synonyms-variable

`assignedFrom`Assigned From(1)

Synonyms Variableex:synonyms-variable

`consistsOf`Consists of(1)

Hybrid Approachex:hybrid-approach

`createdBy`Created by(1)

Synonyms Setex:synonyms-set

`definesFunction`Defines Function(1)

Code Snippetex:code-snippet

`implementedBy`Implemented by(1)

Lexical Methodex:lexical-method

`relates`Relates(1)

Function Relationshipex:function-relationship

Other facts (40)

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.

40 facts

Predicate	Value	Ref
Rdf:type	Python Function	[1]
Rdf:type	Function Call	[2]
Rdf:type	Function	[3]
Rdf:type	Function	[4]
Rdf:type	Python Function	[5]
Has Parameter	term	[2]
Has Parameter	term	[3]
Has Parameter	word	[5]
Returns	Synonyms Variable	[2]
Returns	Closest Synonyms	[3]
Returns	List of Synonyms	[5]
Calls Method	wordnet.synsets	[5]
Calls Method	syn.lemmas	[5]
Calls Method	lemma.name	[5]
Purpose	Find synonyms using WordNet	[4]
Purpose	retrieve-synonyms-for-word	[5]
Iteration Variable	syn	[5]
Iteration Variable	lemma	[5]
Has Parameter	term	[1]
Calls	Get Contextual Embeddings Function	[1]
Computes	Similarity Scores	[1]
Is Defined in	External Library	[2]
Implements	Synonym Expansion Task	[3]
Function Name	get_synonyms	[4]
Parameter	word	[4]
Return Type	list	[4]
Contains Loop	Wordnet Synsets Loop	[4]
Uses	Wordnet	[4]
Uses Data Structure	set	[5]
Initializes Variable	synonyms	[5]
Data Structure Type	set	[5]
Nested Loop	Lemmas Iteration	[5]
Outer Loop	Synsets Iteration	[5]
Adds to Collection	lemma.name	[5]
Converts to	list	[5]
Algorithm	synset-then-lemma-iteration	[5]
Returns Type	list	[5]
Uses Nested Loops	true	[5]
Outer Loop Target	wordnet.synsets	[5]
Inner Loop Target	syn.lemmas	[5]

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.

41 undated

—

typebeam/5d8a681b-1fe3-4aff-8534-8603ba9d9bfc

ex:Python-Function

—

has-parameterbeam/5d8a681b-1fe3-4aff-8534-8603ba9d9bfc

term

—

callsbeam/5d8a681b-1fe3-4aff-8534-8603ba9d9bfc

ex:get-contextual-embeddings-function

—

computesbeam/5d8a681b-1fe3-4aff-8534-8603ba9d9bfc

ex:similarity-scores

—

typebeam/a296a949-2c13-4366-96e2-0759ac1499ba

ex:FunctionCall

—

isDefinedInbeam/a296a949-2c13-4366-96e2-0759ac1499ba

ex:external-library

—

hasParameterbeam/a296a949-2c13-4366-96e2-0759ac1499ba

term

—

returnsbeam/a296a949-2c13-4366-96e2-0759ac1499ba

ex:synonyms-variable

—

typebeam/5e1fccc0-109f-4d58-b6c4-6482a168aad7

ex:Function

—

labelbeam/5e1fccc0-109f-4d58-b6c4-6482a168aad7

get_synonyms

—

hasParameterbeam/5e1fccc0-109f-4d58-b6c4-6482a168aad7

term

—

returnsbeam/5e1fccc0-109f-4d58-b6c4-6482a168aad7

ex:closest-synonyms

—

implementsbeam/5e1fccc0-109f-4d58-b6c4-6482a168aad7

ex:synonym-expansion-task

—

typebeam/03e9535f-b129-47f6-9c40-934a5df3e95a

ex:Function

—

functionNamebeam/03e9535f-b129-47f6-9c40-934a5df3e95a

get_synonyms

—

parameterbeam/03e9535f-b129-47f6-9c40-934a5df3e95a

word

—

returnTypebeam/03e9535f-b129-47f6-9c40-934a5df3e95a

list

—

purposebeam/03e9535f-b129-47f6-9c40-934a5df3e95a

Find synonyms using WordNet

—

containsLoopbeam/03e9535f-b129-47f6-9c40-934a5df3e95a

ex:wordnet-synsets-loop

—

usesbeam/03e9535f-b129-47f6-9c40-934a5df3e95a

ex:wordnet

—

typebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

ex:PythonFunction

—

hasParameterbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

word

—

returnsbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

ex:list-of-synonyms

—

usesDataStructurebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

set

—

iterationVariablebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

syn

—

iterationVariablebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

lemma

—

callsMethodbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

wordnet.synsets

—

callsMethodbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

syn.lemmas

—

callsMethodbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

lemma.name

—

purposebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

retrieve-synonyms-for-word

—

initializesVariablebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

synonyms

—

dataStructureTypebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

set

—

nestedLoopbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

ex:lemmas-iteration

—

outerLoopbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

ex:synsets-iteration

—

addsToCollectionbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

lemma.name

—

convertsTobeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

list

—

algorithmbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

synset-then-lemma-iteration

—

returnsTypebeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

list

—

usesNestedLoopsbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

true

—

outerLoopTargetbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

wordnet.synsets

—

innerLoopTargetbeam/524c612c-d2c8-4637-96e1-a8bf9b0b6122

syn.lemmas

References (5)

5 references

[1]5d8a681b 1fe3 4aff 8534 8603ba9d9bfc4 facts
ctx:claims/beam/5d8a681b-1fe3-4aff-8534-8603ba9d9bfc
- full textbeam-chunk
  text/plain1 KBdoc:beam/5d8a681b-1fe3-4aff-8534-8603ba9d9bfc
  Show excerpt
  inputs = tokenizer(term, return_tensors='pt', padding=True, truncation=True) outputs = model(**inputs) embeddings = outputs.last_hidden_state.mean(dim=1) # Mean pooling return embeddings ``` ### Step 4: Retrieve Synonyms B…
[2]A296a949 2c13 4366 96e2 0759ac1499ba4 facts
ctx:claims/beam/a296a949-2c13-4366-96e2-0759ac1499ba
- full textbeam-chunk
  text/plain995 Bdoc:beam/a296a949-2c13-4366-96e2-0759ac1499ba
  Show 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…
[3]5e1fccc0 109f 4d58 B6c4 6482a168aad75 facts
ctx:claims/beam/5e1fccc0-109f-4d58-b6c4-6482a168aad7
- full textbeam-chunk
  text/plain1 KBdoc:beam/5e1fccc0-109f-4d58-b6c4-6482a168aad7
  Show 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…
[4]03e9535f B129 47f6 9c40 934a5df3e95a7 facts
ctx:claims/beam/03e9535f-b129-47f6-9c40-934a5df3e95a
- full textbeam-chunk
  text/plain1 KBdoc:beam/03e9535f-b129-47f6-9c40-934a5df3e95a
  Show excerpt
  Here's an example of a hybrid approach that combines WordNet and context-aware embeddings: ```python from transformers import BertTokenizer, BertModel import torch import nltk from nltk.corpus import wordnet nltk.download('wordnet') toke…
[5]524c612c D2c8 4637 96e1 A8bf9b0b612221 facts
ctx:claims/beam/524c612c-d2c8-4637-96e1-a8bf9b0b6122
- full textbeam-chunk
  text/plain1 KBdoc:beam/524c612c-d2c8-4637-96e1-a8bf9b0b6122
  Show excerpt
  - **Dataset Characteristics**: If your dataset has specific characteristics or domain-specific language, you might want to experiment with both models to see which performs better on your particular data. ### Conclusion For query reformula…

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get_synonyms

Inbound mentions (13)

usedByUsed by(4)

demonstratesDemonstrates(2)

assignedByAssigned by(1)

assignedFromAssigned From(1)

consistsOfConsists of(1)

createdByCreated by(1)

definesFunctionDefines Function(1)

implementedByImplemented by(1)

relatesRelates(1)

Other facts (40)

Timeline

References (5)

See also

Keep researching

`usedBy`Used by(4)

`demonstrates`Demonstrates(2)

`assignedBy`Assigned by(1)

`assignedFrom`Assigned From(1)

`consistsOf`Consists of(1)

`createdBy`Created by(1)

`definesFunction`Defines Function(1)

`implementedBy`Implemented by(1)

`relates`Relates(1)