Triple

T17632059
Position Surface form Disambiguated ID Type / Status
Subject Out of India E430000 entity
Predicate relatedTopic P6979 FINISHED
Object Indian middle class
The Indian middle class is a rapidly expanding socio-economic group characterized by rising incomes, increased consumption, and growing influence on India’s economic, cultural, and political landscape.
E1279168 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Indian middle class | Statement: [Out of India, relatedTopic, Indian middle class]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Indian middle class
Context triple: [Out of India, relatedTopic, Indian middle class]
  • A. Indian diaspora
    The Indian diaspora comprises people of Indian origin living outside India, forming widespread global communities that maintain cultural, economic, and social ties with their homeland.
  • B. North Indian Muslims
    North Indian Muslims are a diverse Muslim community originating from the northern regions of India, characterized by a rich blend of Indo-Islamic cultural, linguistic, and religious traditions.
  • C. Indian business community
    The Indian business community is a collective of Indian entrepreneurs, traders, and industrialists that has historically played a key role in shaping the country’s economic development and nationalist economic policies.
  • D. Hindu diaspora
    The Hindu diaspora comprises communities of Hindus living outside the Indian subcontinent who maintain and adapt their religious, cultural, and social traditions in countries around the world.
  • E. Other Backward Classes
    Other Backward Classes (OBCs) are socially and educationally disadvantaged communities in India that receive affirmative action benefits such as reservations in education and government employment.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Indian middle class
Triple: [Out of India, relatedTopic, Indian middle class]
Generated description
The Indian middle class is a rapidly expanding socio-economic group characterized by rising incomes, increased consumption, and growing influence on India’s economic, cultural, and political landscape.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Indian middle class
Target entity description: The Indian middle class is a rapidly expanding socio-economic group characterized by rising incomes, increased consumption, and growing influence on India’s economic, cultural, and political landscape.
  • A. Indian diaspora
    The Indian diaspora comprises people of Indian origin living outside India, forming widespread global communities that maintain cultural, economic, and social ties with their homeland.
  • B. North Indian Muslims
    North Indian Muslims are a diverse Muslim community originating from the northern regions of India, characterized by a rich blend of Indo-Islamic cultural, linguistic, and religious traditions.
  • C. Indian business community
    The Indian business community is a collective of Indian entrepreneurs, traders, and industrialists that has historically played a key role in shaping the country’s economic development and nationalist economic policies.
  • D. Hindu diaspora
    The Hindu diaspora comprises communities of Hindus living outside the Indian subcontinent who maintain and adapt their religious, cultural, and social traditions in countries around the world.
  • E. Other Backward Classes
    Other Backward Classes (OBCs) are socially and educationally disadvantaged communities in India that receive affirmative action benefits such as reservations in education and government employment.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d889e37f308190a6aa0a69daff86c7 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e46dc276b48190923f1869ebfe4400 completed April 19, 2026, 5:53 a.m.
NED1 Entity disambiguation (via context triple) batch_6a020a9d79c8819089e2db35ee4d02f7 completed May 11, 2026, 4:58 p.m.
NEDg Description generation batch_6a020b6fc2908190a2e4c54f20f1fa1f completed May 11, 2026, 5:01 p.m.
NED2 Entity disambiguation (via description) batch_6a020bf5d45c819097fc5a516587263c completed May 11, 2026, 5:03 p.m.
Created at: April 10, 2026, 5:52 a.m.