Triple

T15675124
Position Surface form Disambiguated ID Type / Status
Subject Marv Goldklang E377421 entity
Predicate formerEmployer P1910 FINISHED
Object Kaye Scholer LLP
Kaye Scholer LLP was a prominent New York-based international law firm known for its work in complex litigation, corporate transactions, and regulatory matters before merging into Arnold & Porter in 2017.
E1171337 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: Kaye Scholer LLP | Statement: [Marv Goldklang, formerEmployer, Kaye Scholer LLP]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kaye Scholer LLP
Context triple: [Marv Goldklang, formerEmployer, Kaye Scholer LLP]
  • A. K&L Gates
    K&L Gates is a large international law firm headquartered in the United States, known for its broad global presence and full-service corporate legal practice.
  • B. Perkins Coie
    Perkins Coie is a major U.S.-based international law firm known for its work in corporate, litigation, and political law, as well as representing prominent technology companies and political campaigns.
  • C. Baker & Hostetler LLP
    Baker & Hostetler LLP is a major U.S. law firm known for its national presence and work in complex litigation, business, and tax matters.
  • D. Sidley Austin LLP
    Sidley Austin LLP is a major international law firm headquartered in Chicago, known for its corporate, litigation, and regulatory practices.
  • E. Skadden, Arps, Slate, Meagher & Flom
    Skadden, Arps, Slate, Meagher & Flom is a leading global law firm known for its work in corporate transactions, mergers and acquisitions, and complex litigation.
  • 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: Kaye Scholer LLP
Triple: [Marv Goldklang, formerEmployer, Kaye Scholer LLP]
Generated description
Kaye Scholer LLP was a prominent New York-based international law firm known for its work in complex litigation, corporate transactions, and regulatory matters before merging into Arnold & Porter in 2017.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kaye Scholer LLP
Target entity description: Kaye Scholer LLP was a prominent New York-based international law firm known for its work in complex litigation, corporate transactions, and regulatory matters before merging into Arnold & Porter in 2017.
  • A. K&L Gates
    K&L Gates is a large international law firm headquartered in the United States, known for its broad global presence and full-service corporate legal practice.
  • B. Perkins Coie
    Perkins Coie is a major U.S.-based international law firm known for its work in corporate, litigation, and political law, as well as representing prominent technology companies and political campaigns.
  • C. Baker & Hostetler LLP
    Baker & Hostetler LLP is a major U.S. law firm known for its national presence and work in complex litigation, business, and tax matters.
  • D. Sidley Austin LLP
    Sidley Austin LLP is a major international law firm headquartered in Chicago, known for its corporate, litigation, and regulatory practices.
  • E. Skadden, Arps, Slate, Meagher & Flom
    Skadden, Arps, Slate, Meagher & Flom is a leading global law firm known for its work in corporate transactions, mergers and acquisitions, and complex litigation.
  • 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_69d85cd2e28481909d4e975bee20872f completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e04f2c996c8190a9ebe0e92608feaa completed April 16, 2026, 2:53 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff6edd85148190b6d5c3981204dd77 completed May 9, 2026, 5:29 p.m.
NEDg Description generation batch_69ff6fd9c968819098b2552a9deb0445 completed May 9, 2026, 5:33 p.m.
NED2 Entity disambiguation (via description) batch_69ff708d42448190a53b90e00721eaa5 completed May 9, 2026, 5:36 p.m.
Created at: April 10, 2026, 4:16 a.m.