fix(i18n): ensure ontology names stay PascalCase regardless of language setting
The language instruction was causing LLM to change entity/relation naming conventions. Now explicitly enforce PascalCase/UPPER_SNAKE_CASE for technical identifiers while only applying language preference to description fields.
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@ -189,7 +189,8 @@ class OntologyGenerator:
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additional_context
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additional_context
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system_prompt = f"{ONTOLOGY_SYSTEM_PROMPT}\n\n{get_language_instruction()}"
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lang_instruction = get_language_instruction()
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system_prompt = f"{ONTOLOGY_SYSTEM_PROMPT}\n\n{lang_instruction}\nIMPORTANT: Entity type names MUST be in English PascalCase (e.g., 'PersonEntity', 'MediaOrganization'). Relationship type names MUST be in English UPPER_SNAKE_CASE (e.g., 'WORKS_FOR'). Attribute names MUST be in English snake_case. Only description fields and analysis_summary should use the specified language above."
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messages = [
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messages = [
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{"role": "system", "content": system_prompt},
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_message}
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{"role": "user", "content": user_message}
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