Triple

T22967084
Position Surface form Disambiguated ID Type / Status
Subject D. R. Gadgil E571074 entity
Predicate notableFor P22 FINISHED
Object Gadgil formula for allocation of central assistance to states in India
The Gadgil formula is a planning commission-devised mechanism that allocates India’s central development assistance among states based on criteria such as population, per capita income, and special problems to promote balanced regional growth.
E1563692 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: Gadgil formula for allocation of central assistance to states in India | Statement: [D. R. Gadgil, notableFor, Gadgil formula for allocation of central assistance to states in India]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gadgil formula for allocation of central assistance to states in India
Context triple: [D. R. Gadgil, notableFor, Gadgil formula for allocation of central assistance to states in India]
  • A. Non-Lapsable Central Pool of Resources for North Eastern Region
    The Non-Lapsable Central Pool of Resources for North Eastern Region is a dedicated central funding mechanism aimed at financing and accelerating development projects and infrastructure in India’s North Eastern states.
  • B. Lakdawala Committee methodology for poverty estimation
    The Lakdawala Committee methodology for poverty estimation is an earlier official approach used in India that defined poverty lines primarily on the basis of calorie norms and state-specific price indices to measure the proportion of people living below the poverty line.
  • C. Dahsala system of revenue assessment
    The Dahsala system of revenue assessment was a standardized land revenue scheme introduced in Mughal India that calculated taxes based on average produce and prices over a ten-year period to ensure more equitable and predictable taxation.
  • D. Establishing a formal housing finance institution in India
    Establishing a formal housing finance institution in India refers to H. T. Parekh’s pioneering work in creating an organized, large-scale system for providing housing finance, which laid the foundation for India’s modern mortgage and housing finance sector.
  • E. Disinvestment policy of the Government of India
    The Disinvestment policy of the Government of India is a strategic framework for reducing the government’s stake in public sector enterprises to promote efficiency, generate revenue, and encourage wider public ownership.
  • 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: Gadgil formula for allocation of central assistance to states in India
Triple: [D. R. Gadgil, notableFor, Gadgil formula for allocation of central assistance to states in India]
Generated description
The Gadgil formula is a planning commission-devised mechanism that allocates India’s central development assistance among states based on criteria such as population, per capita income, and special problems to promote balanced regional growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gadgil formula for allocation of central assistance to states in India
Target entity description: The Gadgil formula is a planning commission-devised mechanism that allocates India’s central development assistance among states based on criteria such as population, per capita income, and special problems to promote balanced regional growth.
  • A. Non-Lapsable Central Pool of Resources for North Eastern Region
    The Non-Lapsable Central Pool of Resources for North Eastern Region is a dedicated central funding mechanism aimed at financing and accelerating development projects and infrastructure in India’s North Eastern states.
  • B. Lakdawala Committee methodology for poverty estimation
    The Lakdawala Committee methodology for poverty estimation is an earlier official approach used in India that defined poverty lines primarily on the basis of calorie norms and state-specific price indices to measure the proportion of people living below the poverty line.
  • C. Dahsala system of revenue assessment
    The Dahsala system of revenue assessment was a standardized land revenue scheme introduced in Mughal India that calculated taxes based on average produce and prices over a ten-year period to ensure more equitable and predictable taxation.
  • D. Establishing a formal housing finance institution in India
    Establishing a formal housing finance institution in India refers to H. T. Parekh’s pioneering work in creating an organized, large-scale system for providing housing finance, which laid the foundation for India’s modern mortgage and housing finance sector.
  • E. Disinvestment policy of the Government of India
    The Disinvestment policy of the Government of India is a strategic framework for reducing the government’s stake in public sector enterprises to promote efficiency, generate revenue, and encourage wider public ownership.
  • 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_69e245b2c6548190a0e4c7f2f7df2d48 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1822f57088190addc6857063b4cca completed April 29, 2026, 3:59 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bca24aab881908c77bac6ee658418 completed May 19, 2026, 2:25 a.m.
NEDg Description generation batch_6a0bcb59767881908ada8c0e3907875d completed May 19, 2026, 2:30 a.m.
NED2 Entity disambiguation (via description) batch_6a0bcbec354081909dbeeb389e86d38c completed May 19, 2026, 2:33 a.m.
Created at: April 17, 2026, 3:48 p.m.