Triple

T21867225
Position Surface form Disambiguated ID Type / Status
Subject Kenneth G. Langone E539911 entity
Predicate employer P7 FINISHED
Object Invemed Associates LLC
Invemed Associates LLC is a New York–based investment banking and brokerage firm founded by financier Kenneth G. Langone, known for its role in early-stage corporate financing.
E1504703 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: Invemed Associates LLC | Statement: [Kenneth G. Langone, employer, Invemed Associates LLC]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Invemed Associates LLC
Context triple: [Kenneth G. Langone, employer, Invemed Associates LLC]
  • A. Innogen
    Innogen is the original name of Imogen, the virtuous and wronged heroine of William Shakespeare’s play "Cymbeline."
  • B. Idun Pharmaceuticals
    Idun Pharmaceuticals is a biotechnology company focused on developing therapies that regulate cell death pathways, particularly apoptosis, for the treatment of various diseases.
  • C. Innovium, Inc.
    Innovium, Inc. was a semiconductor company specializing in high-performance Ethernet switch silicon for data centers and cloud infrastructure.
  • D. Portola Pharmaceuticals
    Portola Pharmaceuticals is a biopharmaceutical company specializing in the development of therapies for thrombosis and other hematologic conditions.
  • E. Cubist Pharmaceuticals
    Cubist Pharmaceuticals was a biopharmaceutical company best known for developing and commercializing antibiotics to treat serious and drug-resistant infections.
  • 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: Invemed Associates LLC
Triple: [Kenneth G. Langone, employer, Invemed Associates LLC]
Generated description
Invemed Associates LLC is a New York–based investment banking and brokerage firm founded by financier Kenneth G. Langone, known for its role in early-stage corporate financing.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Invemed Associates LLC
Target entity description: Invemed Associates LLC is a New York–based investment banking and brokerage firm founded by financier Kenneth G. Langone, known for its role in early-stage corporate financing.
  • A. Innogen
    Innogen is the original name of Imogen, the virtuous and wronged heroine of William Shakespeare’s play "Cymbeline."
  • B. Idun Pharmaceuticals
    Idun Pharmaceuticals is a biotechnology company focused on developing therapies that regulate cell death pathways, particularly apoptosis, for the treatment of various diseases.
  • C. Innovium, Inc.
    Innovium, Inc. was a semiconductor company specializing in high-performance Ethernet switch silicon for data centers and cloud infrastructure.
  • D. Portola Pharmaceuticals
    Portola Pharmaceuticals is a biopharmaceutical company specializing in the development of therapies for thrombosis and other hematologic conditions.
  • E. Cubist Pharmaceuticals
    Cubist Pharmaceuticals was a biopharmaceutical company best known for developing and commercializing antibiotics to treat serious and drug-resistant infections.
  • 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_69e0c478f59081909d54302b57fc1ce3 completed April 16, 2026, 11:14 a.m.
NER Named-entity recognition batch_69f0f331c55c8190b73cb5aec3378a9e completed April 28, 2026, 5:49 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a4be0360c8190b0044adf4e8b921c completed May 17, 2026, 11:14 p.m.
NEDg Description generation batch_6a0a4c9a02bc8190b285694c2710b825 completed May 17, 2026, 11:17 p.m.
NED2 Entity disambiguation (via description) batch_6a0a4d5d1b448190ba4387b0a3cc4285 completed May 17, 2026, 11:21 p.m.
Created at: April 16, 2026, 6:57 p.m.