{ "term": "ComputationalAbstracts", "role": "concept", "parent_concepts": [ "AbstractEntity" ], "layer": 2, "domain": "CreatedThings", "definition": "Abstract entities that emerge from or are used within computational processes, including algorithms, program states, and system behaviors.", "definition_source": "SUMO", "wordnet": { "synsets": [], "canonical_synset": "", "lemmas": [], "pos": "noun" }, "relationships": { "related": [ "MathematicalObject", "LogicalConstruct", "PhilosophicalConcept", "LinguisticAbstraction" ], "antonyms": [], "has_part": [ "ComputationalEntity", "ProgramState", "ModelExecutionInstance", "UpdateRule", "SimilarityFunction", "RecommenderSystem" ], "part_of": [] }, "safety_tags": { "risk_level": "low", "impacts": [], "treaty_relevant": false, "harness_relevant": false }, "training_hints": { "positive_examples": [ "The neural network's gradient descent algorithm converged after 50 iterations.", "The program's current state shows all variables initialized and the counter at zero.", "Netflix's recommendation engine suggested movies based on viewing history patterns.", "The similarity function calculated a 0.85 correlation between the two document vectors.", "The database update rule ensures consistency by rolling back failed transactions.", "This TensorFlow model instance is running on GPU cluster node 7 with 32GB memory." ], "negative_examples": [ "The number 42 is a prime factorization of several integers.", "Euclidean geometry defines parallel lines as never intersecting.", "The logical proposition 'A implies B' follows from the given premises.", "Set theory establishes that the empty set is a subset of all sets.", "The concept of justice varies across different philosophical traditions.", "Mathematical proofs require rigorous logical reasoning and valid inference." ], "disambiguation": "Not to be confused with: MathematicalObject, LogicalConstruct, PhilosophicalConcept, LinguisticAbstraction" }, "children": [ "ComputationalEntity", "ProgramState", "ModelExecutionInstance", "UpdateRule", "SimilarityFunction", "RecommenderSystem" ], "is_category_lens": true, "child_count": 0, "meld_source": { "meld_id": "org.hatcat/abstractentity-melds@0.1.0", "applied_at": "2025-12-11T21:04:02.649117Z", "pack_version": "7.6.7" } }