Triple

T4382420
Position Surface form Disambiguated ID Type / Status
Subject Bloomberg L.P. E99160 entity
Predicate product P490 FINISHED
Object BloombergNEF
BloombergNEF is a research service that provides data-driven analysis, forecasts, and insights on clean energy, advanced transport, digital industry, and climate finance for investors, policymakers, and corporations.
E436442 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: BloombergNEF | Statement: [Bloomberg L.P., product, BloombergNEF]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: BloombergNEF
Context triple: [Bloomberg L.P., product, BloombergNEF]
  • A. International Energy Agency
    The International Energy Agency is an autonomous intergovernmental organization that provides policy advice, data, and analysis on global energy markets, security, and sustainability for its member countries and the wider world.
  • B. CDP
    CDP is a global non-profit organization that runs a disclosure system for companies, cities, states, and regions to manage and report their environmental impacts, particularly related to climate change, water security, and deforestation.
  • C. CDP
    CDP (Census-designated place) is a concentration of population defined by the United States Census Bureau for statistical purposes, lacking separate municipal government but otherwise physically resembling an incorporated place.
  • D. CDP
    The CDP is the state-level organization representing the Democratic Party in California, responsible for coordinating campaigns, endorsing candidates, and promoting Democratic policies within the state.
  • E. CDP
    CDP is a major center-left political party in Japan that advocates constitutionalism, civil liberties, and social welfare policies.
  • 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: BloombergNEF
Triple: [Bloomberg L.P., product, BloombergNEF]
Generated description
BloombergNEF is a research service that provides data-driven analysis, forecasts, and insights on clean energy, advanced transport, digital industry, and climate finance for investors, policymakers, and corporations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: BloombergNEF
Target entity description: BloombergNEF is a research service that provides data-driven analysis, forecasts, and insights on clean energy, advanced transport, digital industry, and climate finance for investors, policymakers, and corporations.
  • A. International Energy Agency
    The International Energy Agency is an autonomous intergovernmental organization that provides policy advice, data, and analysis on global energy markets, security, and sustainability for its member countries and the wider world.
  • B. CDP
    CDP (Census-designated place) is a concentration of population defined by the United States Census Bureau for statistical purposes, lacking separate municipal government but otherwise physically resembling an incorporated place.
  • C. CDP
    The CDP is the state-level organization representing the Democratic Party in California, responsible for coordinating campaigns, endorsing candidates, and promoting Democratic policies within the state.
  • D. CDP
    CDP is a global non-profit organization that runs a disclosure system for companies, cities, states, and regions to manage and report their environmental impacts, particularly related to climate change, water security, and deforestation.
  • E. CDP
    CDP is a major center-left political party in Japan that advocates constitutionalism, civil liberties, and social welfare policies.
  • 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_69b3454ea8f48190a49c2436624d6ef6 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b352613dd481909e008a8db239a108 completed March 12, 2026, 11:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5e523cc5c8190b9884f83d433982c completed March 14, 2026, 10:45 p.m.
NEDg Description generation batch_69b5eeadd68881909820a75aaff9d8d5 completed March 14, 2026, 11:26 p.m.
NED2 Entity disambiguation (via description) batch_69b5ef36f2bc8190a21e0f2fadbdd697 completed March 14, 2026, 11:28 p.m.
Created at: March 12, 2026, 11:18 p.m.