Triple

T4052507
Position Surface form Disambiguated ID Type / Status
Subject Lester R. Brown E84615 entity
Predicate notableWork P4 FINISHED
Object Who Will Feed China?
"Who Will Feed China?" is a influential book by environmental analyst Lester R. Brown that examines the global food security implications of China’s rising demand for grain and other agricultural products.
E409782 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: Who Will Feed China? | Statement: [Lester R. Brown, notableWork, Who Will Feed China?]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Who Will Feed China?
Context triple: [Lester R. Brown, notableWork, Who Will Feed China?]
  • A. APEC Policy Partnership on Food Security
    The APEC Policy Partnership on Food Security is a public–private forum within APEC that works to enhance regional food security by promoting sustainable, resilient, and inclusive food systems and trade across member economies.
  • B. Land and Labour in China
    Land and Labour in China is a seminal socio-economic study by R. H. Tawney examining agrarian conditions, rural society, and land tenure in early 20th-century China.
  • C. State of Food Security and Nutrition in the World
    State of Food Security and Nutrition in the World is an annual flagship UN report that provides comprehensive analysis and statistics on global hunger, food insecurity, and malnutrition trends.
  • D. Reflections on China
    Reflections on China is a political work by Albanian leader Enver Hoxha in which he critiques and analyzes the policies and ideological shifts of the Chinese Communist Party.
  • E. The Violence of the Green Revolution
    The Violence of the Green Revolution is a critical analysis by Vandana Shiva examining how industrial agriculture and high-yield crop technologies have harmed ecological systems, small farmers, and food security, particularly in India.
  • 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: Who Will Feed China?
Triple: [Lester R. Brown, notableWork, Who Will Feed China?]
Generated description
"Who Will Feed China?" is a influential book by environmental analyst Lester R. Brown that examines the global food security implications of China’s rising demand for grain and other agricultural products.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Who Will Feed China?
Target entity description: "Who Will Feed China?" is a influential book by environmental analyst Lester R. Brown that examines the global food security implications of China’s rising demand for grain and other agricultural products.
  • A. APEC Policy Partnership on Food Security
    The APEC Policy Partnership on Food Security is a public–private forum within APEC that works to enhance regional food security by promoting sustainable, resilient, and inclusive food systems and trade across member economies.
  • B. Land and Labour in China
    Land and Labour in China is a seminal socio-economic study by R. H. Tawney examining agrarian conditions, rural society, and land tenure in early 20th-century China.
  • C. State of Food Security and Nutrition in the World
    State of Food Security and Nutrition in the World is an annual flagship UN report that provides comprehensive analysis and statistics on global hunger, food insecurity, and malnutrition trends.
  • D. Reflections on China
    Reflections on China is a political work by Albanian leader Enver Hoxha in which he critiques and analyzes the policies and ideological shifts of the Chinese Communist Party.
  • E. The Violence of the Green Revolution
    The Violence of the Green Revolution is a critical analysis by Vandana Shiva examining how industrial agriculture and high-yield crop technologies have harmed ecological systems, small farmers, and food security, particularly in India.
  • 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_69aed933bec881909edfa28ebb69c634 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefb869c34819097ec3bebe402d37b completed March 9, 2026, 4:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69b55659256081909154569cedd1694a completed March 14, 2026, 12:36 p.m.
NEDg Description generation batch_69b5572b27c48190989311cef00b5f44 completed March 14, 2026, 12:40 p.m.
NED2 Entity disambiguation (via description) batch_69b55b333ffc8190a5df8b8d7bffa77f completed March 14, 2026, 12:57 p.m.
Created at: March 9, 2026, 3:37 p.m.