Triple

T8499534
Position Surface form Disambiguated ID Type / Status
Subject Varun Gandhi E201179 entity
Predicate notableWork P4 FINISHED
Object A Rural Manifesto: Realizing India’s Future Through Her Villages
"A Rural Manifesto: Realizing India’s Future Through Her Villages" is a book by Indian politician Varun Gandhi that examines rural distress and proposes policy solutions to transform India’s villages and drive inclusive national development.
E737902 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: A Rural Manifesto: Realizing India’s Future Through Her Villages | Statement: [Varun Gandhi, notableWork, A Rural Manifesto: Realizing India’s Future Through Her Villages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: A Rural Manifesto: Realizing India’s Future Through Her Villages
Context triple: [Varun Gandhi, notableWork, A Rural Manifesto: Realizing India’s Future Through Her Villages]
  • A. Poverty, Agrarian Structure and Political Economy in India
    Poverty, Agrarian Structure and Political Economy in India is a seminal scholarly work that analyzes how land relations, rural class structures, and state policies shape poverty and development outcomes in India.
  • B. India: Economic Development and Social Opportunity
    "India: Economic Development and Social Opportunity" is an influential scholarly book that analyzes India's post-independence economic growth, public policy, and social progress, with particular emphasis on poverty, inequality, and human development.
  • C. The Political Economy of Development in India
    The Political Economy of Development in India is a seminal scholarly work that analyzes India’s post-independence economic development through the lens of political institutions, class interests, and state policy.
  • D. Reclaiming Development: An Alternative Economic Policy Manual
    Reclaiming Development: An Alternative Economic Policy Manual is a book by economist Ha-Joon Chang that critiques mainstream neoliberal development strategies and proposes heterodox, state-led alternatives for economic growth in developing countries.
  • E. India’s Long Road: The Search for Prosperity
    India’s Long Road: The Search for Prosperity is a non-fiction book that analyzes India’s post-independence economic development and outlines policy reforms needed to achieve sustained, inclusive growth.
  • 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: A Rural Manifesto: Realizing India’s Future Through Her Villages
Triple: [Varun Gandhi, notableWork, A Rural Manifesto: Realizing India’s Future Through Her Villages]
Generated description
"A Rural Manifesto: Realizing India’s Future Through Her Villages" is a book by Indian politician Varun Gandhi that examines rural distress and proposes policy solutions to transform India’s villages and drive inclusive national development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: A Rural Manifesto: Realizing India’s Future Through Her Villages
Target entity description: "A Rural Manifesto: Realizing India’s Future Through Her Villages" is a book by Indian politician Varun Gandhi that examines rural distress and proposes policy solutions to transform India’s villages and drive inclusive national development.
  • A. Poverty, Agrarian Structure and Political Economy in India
    Poverty, Agrarian Structure and Political Economy in India is a seminal scholarly work that analyzes how land relations, rural class structures, and state policies shape poverty and development outcomes in India.
  • B. India: Economic Development and Social Opportunity
    "India: Economic Development and Social Opportunity" is an influential scholarly book that analyzes India's post-independence economic growth, public policy, and social progress, with particular emphasis on poverty, inequality, and human development.
  • C. The Political Economy of Development in India
    The Political Economy of Development in India is a seminal scholarly work that analyzes India’s post-independence economic development through the lens of political institutions, class interests, and state policy.
  • D. Reclaiming Development: An Alternative Economic Policy Manual
    Reclaiming Development: An Alternative Economic Policy Manual is a book by economist Ha-Joon Chang that critiques mainstream neoliberal development strategies and proposes heterodox, state-led alternatives for economic growth in developing countries.
  • E. India’s Long Road: The Search for Prosperity
    India’s Long Road: The Search for Prosperity is a non-fiction book that analyzes India’s post-independence economic development and outlines policy reforms needed to achieve sustained, inclusive growth.
  • 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_69ca831fe47c8190b5c57b456d2aefa0 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe5984d7481908c41c57bef9cf254 completed March 31, 2026, 3:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce4e14c3d081908e98d5d7ad74716d completed April 2, 2026, 11:08 a.m.
NEDg Description generation batch_69ce4f587a7081908c357f82bc28a1aa completed April 2, 2026, 11:13 a.m.
NED2 Entity disambiguation (via description) batch_69ce5059e0f48190b8ff08253337f430 completed April 2, 2026, 11:17 a.m.
Created at: March 30, 2026, 6:14 p.m.