From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)
Expand Query has 100 facts recorded in Dontopedia across 10 references, with 16 live disagreements.
Mostly:calls(10), execution sequence(10), has comment(8)
hasCommentdefaultLanguagesdesignedForhasDefaultParametercallsFunctioncallsdefinedWithcaptureshasDefaultexecutionSequencehasDocumentationSectionOther 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.
isContainedInIs Contained in(5)ex:forLoop-over-tokensex:innerForLoop-over-lemmasex:listAssignmentex:returnStatementex:testSectioncallsCalls(3)ex:process_queryex:rewrite_queryex:testSectioncallsFunctionCalls Function(3)ex:example_usageex:retrieve_documentsex:TestcontainsFunctionContains Function(2)ex:codeex:CodeSnippetinvokesInvokes(2)ex:retrieve_documentsex:rewrite_queryreturnedByReturned by(2)ex:expanded_queryex:expanded_queryconsistsOfConsists of(1)ex:multilingual_systemcontainsContains(1)ex:step4definedInDefined in(1)ex:expanded_querydefinesFunctionDefines Function(1)ex:expand_querydemonstratesDemonstrates(1)ex:example_usagehasComponentHas Component(1)ex:retrieval-pipelineinvokedByInvoked by(1)ex:translate-functionisInitializedByIs Initialized by(1)ex:synonyms-listisParameterOfIs Parameter of(1)ex:queryisReturnTypeOfIs Return Type of(1)ex:listoffloadsComputationOffloads Computation(1)ex:process_queryshouldBeInShould Be in(1)ex:ruleBasedExpansionLogicThe 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 |
|---|---|---|
| Ex:declares Variable | Doc | [10] |
| Ex:declares Variable | Entities | [10] |
| Ex:declares Variable | Filtered Synonyms | [10] |
| Ex:declares Variable | Synonyms | [10] |
| Ex:declares Variable | Tokens | [10] |
| Ex:has Variable Scope | Doc Scope | [10] |
| Ex:has Variable Scope | Entities Scope | [10] |
| Ex:has Variable Scope | Filtered Synonyms Scope | [10] |
| Ex:has Variable Scope | Synonyms Scope | [10] |
| Ex:has Variable Scope | Tokens Scope | [10] |
| Ex:has Step | Entity Recognition Step | [10] |
| Ex:has Step | Synonym Extraction Step | [10] |
| Ex:has Step | Synonym Filtering Step | [10] |
| Ex:has Step | Tokenization Step | [10] |
| Contains | For Loop Over Tokens | [7] |
| Contains | Inner for Loop Over Lemmas | [7] |
| Contains | List Assignment | [7] |
| Contains | Return Statement | [7] |
| Contains | Test Section | [7] |
| Commented Instruction | Implement rule-based expansion logic here | [6] |
| Comment | Implement rule-based expansion logic here | [6] |
| Appends With Space | true | [1] |
| Accumulates | translated_queries | [1] |
| Concatenates With | space | [1] |
| Defines Function | Expand Query | [5] |
| Contained in | Code Structure | [5] |
| Contains Loop Body | Translation Block | [8] |
| Contains Conditional Branch | English Check Branch | [8] |
| Contains Conditional | If Statement | [8] |
| Contains Loop | For Loop | [8] |
| Function Definition | def expand_query(query, languages=['en', 'es', 'de']): | [9] |
| Code State | truncated | [4] |
| Code Status | incomplete | [4] |
| Decorator | Lru Cache | [4] |
| Explicit Return | expanded_query | [3] |
| Computation Type | CPU_bound | [3] |
| Function Kind | synchronous | [3] |
| Application Domain | Natural language processing | [2] |
| Contains Comment | Combine the tokens, entities, and synonyms into a single list | [2] |
| Constructs Variable | Expanded Query | [2] |
| Ex:receives Parameter | Query String | [10] |
| Ex:returns Implicitly | Filtered Synonyms | [10] |
| Ex:processes Query Through Steps | Tokenize Then Ner Then Synonyms Then Filter | [10] |
| Ex:has Nested Loop | Token Synset Lemma Iteration | [10] |
| Ex:appears Incomplete | No Return Statement | [10] |
| Ex:calls | word_tokenize | [10] |
| Ex:has Parameter | query | [10] |
| Defined As | Function | [7] |
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.
doc:beam/719c7dfe-90ed-419b-85d5-cac7ba365816# Load multilingual model and tokenizer model_name = 'bert-base-multilingual-cased' tokenizer = AutoTokenizer.from_pretrained(model_name) model = AutoModel.from_pretrained(model_name) def get_embeddings(texts): inputs = tokenizer(texts…
doc:beam/18cf1b77-ea16-4bc0-af54-2a32d0027b67- **Combine Truncation and Filtering**: Apply both truncation and filtering techniques to ensure the expanded query remains concise and relevant. ### Example Implementation Here's an example implementation that incorporates these strat…
doc:beam/64974c3a-4f57-4110-9ffa-b236fb774820- Consider using memoization or caching to store and reuse results of frequent expansions. - **Evaluation**: - Regularly evaluate the accuracy of the rewritten queries and use the results to improve the rules. By following these steps…
doc:beam/30196b02-e710-4de9-807e-b72cfda7e001# Extract synonyms for each token synonyms = [] for token in tokens: # Use WordNet to get synonyms synsets = nltk.corpus.wordnet.synsets(token) for synset in synsets: for lemma in synset.lemma…
doc:beam/83decc01-f770-4428-852b-466b97d6139cexpanded_query = query for lang in languages: if lang != 'en': # Use translation API or model to expand query # For simplicity, we assume a translation function `translate` translated_quer…
doc:beam/82dc87bd-74b8-4fb6-be5d-469ed934c86cnlp = spacy.load("en_core_web_sm") lemmatizer = WordNetLemmatizer() def get_wordnet_pos(treebank_tag): """Converts treebank POS tags to WordNet POS tags.""" if treebank_tag.startswith('J'): return wordnet.ADJ elif treeb…
Dontopedia is in a read-only public launch. Follow the references and disputed branches now; contributions will open after durable identity and moderation are in place.