From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-11.)
Reformulated Query has 100 facts recorded in Dontopedia across 50 references, with 12 live disagreements.
Mostly:rdf:type(35), assigned from(6), assigned by(5)
assignedByassignedFromrdfs:labelparameterOfhasValuegeneratedByderivedFromconstructedByresultOfisVariablecontainsOther 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(23)ex:apply_weights_and_generate_queryex:decodingex:decodingex:decodingex:process_queryex:query-reformulation-functionex:reformulateex:reformulateex:reformulateex:reformulateex:reformulateex:reformulateex:reformulate_queryex:reformulate_queryex:reformulate_queryex:reformulate_queryex:reformulate_queryex:reformulate_queryex:reformulate_queryex:reformulate_queryex:return_statementex:return_statement_1ex:self.model.reformulatehasParameterHas Parameter(8)ex:check_intent_matchex:detect_intent_misinterpretationex:detect_intent_misinterpretationex:detect_intent_misinterpretationex:setex:set_in_cacheex:set_in_cacheset_in_cacheoutputsOutputs(8)ex:printex:printex:printex:print_functionex:print_function_usageex:print-statementex:print-statementex:print_statementprintsPrints(5)ex:example-usageex:example-usageex:example_usageex:final-printex:print_statementargumentArgument(3)ex:check_intent_match_callex:printex:print_statementassignsAssigns(3)ex:placeholder_reformulationex:reformulateex:test-casehasArgumentHas Argument(3)ex:cacheStorageex:printsetexcontainsVariableContains Variable(2)ex:code-segmentex:misinterpretation-loggeneratesGenerates(2)ex:apply_weights_and_generate_queryex:systemobtainedViaObtained Via(2)ex:documents_obtained_by_systemex:retrieved_documentsparameterParameter(2)ex:check_intent_matchex:redis_setproducesProduces(2)ex:decodingex:tokenizer.decodeacceptsInputAccepts Input(1)ex:check_intent_matchaffectsAffects(1)ex:weightsappendsToAppends to(1)ex:context_additionassertIsNotNullAssert Is Not Null(1)ex:test_reformulateassertsNonNoneAsserts Non None(1)ex:self.assertIsNotNoneassignsToAssigns to(1)ex:process_queryassignsVariableAssigns Variable(1)ex:test_reformulatecachesResultCaches Result(1)ex:reformulatecalledOnCalled on(1)ex:assertIsNotNullcomparedToCompared to(1)ex:querycomparedWithCompared With(1)ex:querycomparesCompares(1)ex:detect_intent_misinterpretationcomputesIfNotCachedComputes If Not Cached(1)ex:process_query_with_cachingconsistsOfConsists of(1)ex:tuple-of-query-and-latencyconsumerOfConsumer of(1)ex:retrieval-processcontainsContains(1)ex:tuplecontainsPrintStatementContains Print Statement(1)ex:code-segmentcontainsReturnStatementContains Return Statement(1)ex:code-segmentdeclaresVariableDeclares Variable(1)ex:example-usagedecodesOutputsDecodes Outputs(1)ex:reformulate_queryderivedFromDerived From(1)ex:reformulated_query_embeddingdescribesDescribes(1)ex:return_documentationfirstElementFirst Element(1)ex:tuple-of-query-and-latencyhasIteratorHas Iterator(1)ex:loop_structurehasReturnStatementHas Return Statement(1)ex:reformulatehasValueHas Value(1)ex:cache_operationincludesVariableIncludes Variable(1)ex:f_string_formattinginitializesVariableInitializes Variable(1)ex:reformulate_queryisInterpolatedIs Interpolated(1)ex:format-stringoutputsVariableOutputs Variable(1)ex:output_actionparameter3Parameter3(1)ex:redis_client.setexpassesParameterPasses Parameter(1)ex:reformulated-encodingproducesOutputProduces Output(1)ex:apply_weights_and_generate_queryretrieval_methodRetrieval Method(1)ex:documentsThe 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:assigned by | Process Reformulation | [23] |
| Ex:type | Variable | [23] |
| Causes | Document Retrieval | [15] |
| Generated by | System | [15] |
| Consumed by | Retrieval Process | [5] |
| Assigned to | Test Section | [11] |
| Expected Value | coffee shops in New York | [22] |
| Formed by | F String Interpolation | [19] |
| Inverse of | Used by Check Intent Match | [20] |
| Depends on | Weights | [20] |
| Output of | Apply Weights and Generate Query | [20] |
| Input to | Check Intent Match | [20] |
| Natural Language | english | [31] |
| Paraphrases | Original Query | [31] |
| Is Parameter of | Index Reformulated Query Function | [28] |
| Compared to | Query | [16] |
| Compared With | Query | [16] |
| Cached in | Redis Client | [13] |
| Is Assigned by | Generate Method | [27] |
| Cache Value | true | [14] |
| Is String | true | [29] |
| Represents | Predicted Class | [12] |
| Is Returned by | Reformulate | [12] |
| Assigned Value | Torch.argmax | [12] |
| Appends | entities_list | [1] |
| Includes | entities | [1] |
| Assignment | Example Query | [1] |
| Construction Method | Join Tokens | [18] |
| Appends Context | Entities | [2] |
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/4404f407-d568-49a2-8b93-6982a6db0c06reformulated_query += f' (Entities: {", ".join([ent[0] for ent in entities])})' return reformulated_query # Example usage query = 'What is the meaning of life?' processed_query = process_query(query) expanded_tokens = expa…
doc:beam/aeaf3586-eae2-481c-b3f4-1a687ea1098ftokens = processed_query['tokens'] pos_tags = processed_query['pos_tags'] entities = processed_query['entities'] # Example reformulation logic reformulated_query = ' '.join(tokens) if entities: reformula…
doc:beam/5e9afeda-9bb9-4fc2-b6c2-8be60e02ac6edef profile_function(func, *args, **kwargs): pr = cProfile.Profile() pr.enable() result = func(*args, **kwargs) pr.disable() s = io.StringIO() ps = Stats(pr, stream=s).sort_stats('cumtime') ps.print_stats() p…
doc:beam/50eac377-aaaf-4822-a440-3716011a2137prompt = f"Reformulate the query '{query}' considering the context: {context}. " else: prompt = f"Reformulate the query '{query}'. " # Add examples if needed examples = "Examples: 'What is the capital of France?…
doc:beam/72a9f5f6-6ede-46cb-8457-4ffeaca26e19def reformulate_query(query): # Tokenize the query inputs = tokenizer(query, return_tensors="pt") # Get the reformulated query start_time = time.time() outputs = model.generate(**inputs) end_time = time.time() …
doc:beam/45d132f4-9b62-4e79-a71f-7e2abdfa280breformulated_query = tokenizer.decode(outputs[0], skip_special_tokens=True) return reformulated_query query = 'What is the meaning of life?' reformulated_query = reformulate_query(query) print(reformulated_query) ``` ### Conclusio…
doc:beam/9fcfc92c-57a9-467e-86b3-63dd7ea33dbeinputs = tokenizer(query, return_tensors="pt") # Get the reformulated query start_time = time.time() outputs = model.generate(**inputs) end_time = time.time() # Return the reformulated query return toke…
doc:beam/611f4162-5cb7-44ec-ba74-e4a6eac30c99[Turn 10605] Assistant: Collecting and structuring a dataset for evaluating the reformulated queries involves several steps. Here's a comprehensive guide to help you create a robust dataset and structure it effectively: ### Step 1: Define …
doc:beam/73e86466-b2dd-4982-b09f-7eda27996891# Simulating some detection logic if query != reformulated_query: logging.info("Intent misinterpretation detected") return True return False # Example usage: query = "This is a sample query" reformulated_query =…
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.