Triple

T18237064
Position Surface form Disambiguated ID Type / Status
Subject GiveWell E436708 entity
Predicate recommends P488 FINISHED
Object Evidence Action’s Deworm the World Initiative
Evidence Action’s Deworm the World Initiative is a global health program that supports and scales school-based deworming campaigns to reduce parasitic worm infections among children in low-income countries.
E1314402 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: Evidence Action’s Deworm the World Initiative | Statement: [GiveWell, recommends, Evidence Action’s Deworm the World Initiative]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Evidence Action’s Deworm the World Initiative
Context triple: [GiveWell, recommends, Evidence Action’s Deworm the World Initiative]
  • A. Guinea Worm Eradication Program
    The Guinea Worm Eradication Program is a global public health initiative led by The Carter Center that aims to eliminate dracunculiasis (Guinea worm disease) through surveillance, community education, and preventive measures rather than vaccination or drug treatment.
  • B. Decision to provide ivermectin (Mectizan) free of charge for river blindness
    The "Decision to provide ivermectin (Mectizan) free of charge for river blindness" was a landmark corporate philanthropy initiative that enabled mass treatment of onchocerciasis in affected regions, dramatically reducing disease burden and blindness in millions of people.
  • C. Onchocerciasis Elimination Program for the Americas
    The Onchocerciasis Elimination Program for the Americas is a regional public health initiative aimed at eliminating river blindness in Latin American countries through sustained mass drug administration, surveillance, and vector control efforts.
  • D. Merck Mectizan Donation Program
    The Merck Mectizan Donation Program is a long-running global health initiative that provides free ivermectin to combat river blindness and lymphatic filariasis in endemic countries.
  • E. Roll Back Malaria
    Roll Back Malaria is a global partnership initiative aimed at coordinating international efforts to control and eventually eliminate malaria, particularly in the most affected regions.
  • 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: Evidence Action’s Deworm the World Initiative
Triple: [GiveWell, recommends, Evidence Action’s Deworm the World Initiative]
Generated description
Evidence Action’s Deworm the World Initiative is a global health program that supports and scales school-based deworming campaigns to reduce parasitic worm infections among children in low-income countries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Evidence Action’s Deworm the World Initiative
Target entity description: Evidence Action’s Deworm the World Initiative is a global health program that supports and scales school-based deworming campaigns to reduce parasitic worm infections among children in low-income countries.
  • A. Guinea Worm Eradication Program
    The Guinea Worm Eradication Program is a global public health initiative led by The Carter Center that aims to eliminate dracunculiasis (Guinea worm disease) through surveillance, community education, and preventive measures rather than vaccination or drug treatment.
  • B. Decision to provide ivermectin (Mectizan) free of charge for river blindness
    The "Decision to provide ivermectin (Mectizan) free of charge for river blindness" was a landmark corporate philanthropy initiative that enabled mass treatment of onchocerciasis in affected regions, dramatically reducing disease burden and blindness in millions of people.
  • C. Onchocerciasis Elimination Program for the Americas
    The Onchocerciasis Elimination Program for the Americas is a regional public health initiative aimed at eliminating river blindness in Latin American countries through sustained mass drug administration, surveillance, and vector control efforts.
  • D. Merck Mectizan Donation Program
    The Merck Mectizan Donation Program is a long-running global health initiative that provides free ivermectin to combat river blindness and lymphatic filariasis in endemic countries.
  • E. Roll Back Malaria
    Roll Back Malaria is a global partnership initiative aimed at coordinating international efforts to control and eventually eliminate malaria, particularly in the most affected regions.
  • 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_69d8b91104e08190a8241f7d260a5162 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4f7def3c48190a9a96c8b4911f0f3 completed April 19, 2026, 3:42 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03ac6d44d881908972c94167ad7d43 completed May 12, 2026, 10:40 p.m.
NEDg Description generation batch_6a03ad4d5bcc8190a5e065a5bb897400 completed May 12, 2026, 10:44 p.m.
NED2 Entity disambiguation (via description) batch_6a03af1fb1e0819095c9e8cb5528ce30 completed May 12, 2026, 10:52 p.m.
Created at: April 10, 2026, 10:33 a.m.