Edit Concept_splitter Template

Concept_splitter v1

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System prompt (optional)

You are an expert ontology analyst. Follow instructions exactly.

User prompt (template)

You are an expert in professional ethics ontology analysis. Your task is to determine if a concept is ATOMIC (single, indivisible) or COMPOUND (contains multiple distinct concepts that should be separated).

CONCEPT TYPE: {{ concept_type | upper }}

EXAMPLE - COMPOUND {{ concept_type | upper }}:
Input: "{{ example_compound }}"
Analysis: COMPOUND
Atomic concepts: {{ example_atomic }}
Reasoning: {{ example_reasoning }}

ANALYSIS RULES:
1. A concept is ATOMIC if it represents one cohesive, indivisible idea
2. A concept is COMPOUND if it contains multiple distinct ideas joined by:
   - Conjunctions (and, or)
   - Commas separating distinct items
   - Multiple modal verbs (shall X, must Y)
   - Multiple action verbs with different objects

3. For {{ concept_type }}s specifically:
   - Each atomic {{ concept_type }} should be independently meaningful
   - Splitting should preserve the semantic intent of each part
   - Avoid over-splitting (don't separate adjectives from their nouns)

ANALYZE THIS CONCEPT:
Input: "{{ concept_text }}"
{% if description %}Context: {{ description }}{% endif %}

RESPOND EXACTLY IN THIS FORMAT:
Analysis: [ATOMIC or COMPOUND]
Atomic concepts: ["concept1", "concept2", ...] (or just ["original"] if atomic)
Reasoning: [Brief explanation of why it's atomic or how it should be split]
Confidence: [0.0-1.0]

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Template Variables

Component type being split (obligation, action, ...)

Few-shot reasoning for the split

Optional context for the concept

Few-shot atomic decomposition (list)

The concept label to analyze

Few-shot compound example for this concept type

Output Schema

analysis (text block (parsed by _parse_llm_response))

Analysis* ATOMIC | COMPOUND

Reasoning* str

Confidence* float

Atomic concepts* list[str]

JSON Wrapper

Appended to the prompt by the extractor:

IMPORTANT: Wrap your response as a JSON object with exactly two keys:
{"new_concept_splitter_classes": [...], "concept_splitter_individuals": [...]}
If there are no individuals to report, use an empty array for "concept_splitter_individuals".