Triple

T4181461
Position Surface form Disambiguated ID Type / Status
Subject Halliburton E88203 entity
Predicate hasCompetitor P1375 FINISHED
Object Weatherford International
Weatherford International is a multinational oilfield services company that provides equipment, technology, and solutions for drilling, evaluation, completion, production, and intervention of oil and natural gas wells.
 E420036 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: Weatherford International | Statement: [Halliburton, hasCompetitor, Weatherford International]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Weatherford International
Context triple: [Halliburton, hasCompetitor, Weatherford International]
  • A. Halliburton
    Halliburton is a major American multinational corporation that provides products and services to the oil and gas industry worldwide.
  • B. Schlumberger
    Schlumberger is a leading global oilfield services company that provides technology, project management, and information solutions to the oil and gas industry.
  • C. Marathon Oil
    Marathon Oil is a major American independent energy company focused on the exploration, production, and marketing of oil and natural gas.
  • D. Hughes Tool Company
    Hughes Tool Company was an American industrial firm best known for manufacturing innovative oil drilling equipment and serving as the financial foundation of Howard Hughes’s business empire.
  • E. Flint Hills Resources
    Flint Hills Resources is a major U.S.-based refining, chemicals, and biofuels company known for operating large petroleum refineries and related manufacturing facilities.
  • 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: Weatherford International
Triple: [Halliburton, hasCompetitor, Weatherford International]
Generated description
Weatherford International is a multinational oilfield services company that provides equipment, technology, and solutions for drilling, evaluation, completion, production, and intervention of oil and natural gas wells.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Weatherford International
Target entity description: Weatherford International is a multinational oilfield services company that provides equipment, technology, and solutions for drilling, evaluation, completion, production, and intervention of oil and natural gas wells.
  • A. Halliburton
    Halliburton is a major American multinational corporation that provides products and services to the oil and gas industry worldwide.
  • B. Schlumberger
    Schlumberger is a leading global oilfield services company that provides technology, project management, and information solutions to the oil and gas industry.
  • C. Marathon Oil
    Marathon Oil is a major American independent energy company focused on the exploration, production, and marketing of oil and natural gas.
  • D. Hughes Tool Company
    Hughes Tool Company was an American industrial firm best known for manufacturing innovative oil drilling equipment and serving as the financial foundation of Howard Hughes’s business empire.
  • E. Flint Hills Resources
    Flint Hills Resources is a major U.S.-based refining, chemicals, and biofuels company known for operating large petroleum refineries and related manufacturing facilities.
  • 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_69aed9477e8c81908bcb862d2db55b1d completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69af0304702c8190899cbb0e3e41b987 completed March 9, 2026, 5:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69b589f89f4481909f95d3ca915bac18 completed March 14, 2026, 4:16 p.m.
NEDg Description generation batch_69b58e0446d48190a1fd54bcc72af026 completed March 14, 2026, 4:34 p.m.
NED2 Entity disambiguation (via description) batch_69b58e8d57cc8190a823a7cf3a3f0cdf completed March 14, 2026, 4:36 p.m.
Created at: March 9, 2026, 3:45 p.m.