Triple

T3999037
Position Surface form Disambiguated ID Type / Status
Subject Doug Emhoff E87166 entity
Predicate employer P7 FINISHED
Object Venable LLP
Venable LLP is a major American law firm known for its work in regulatory, government affairs, and corporate law, and for having employed figures such as Doug Emhoff.
 E406095 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: Venable LLP | Statement: [Doug Emhoff, employer, Venable LLP]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Venable LLP
Context triple: [Doug Emhoff, employer, Venable LLP]
  • A. Covington & Burling
    Covington & Burling is a prominent international law firm based in Washington, D.C., known for its work in regulatory, litigation, and corporate matters.
  • B. O'Melveny & Myers
    O'Melveny & Myers is a major international law firm headquartered in Los Angeles, known for its work in litigation, corporate transactions, and regulatory matters.
  • C. Sidley Austin LLP
    Sidley Austin LLP is a major international law firm headquartered in Chicago, known for its corporate, litigation, and regulatory practices.
  • D. 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.
  • E. 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.
  • 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: Venable LLP
Triple: [Doug Emhoff, employer, Venable LLP]
Generated description
Venable LLP is a major American law firm known for its work in regulatory, government affairs, and corporate law, and for having employed figures such as Doug Emhoff.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Venable LLP
Target entity description: Venable LLP is a major American law firm known for its work in regulatory, government affairs, and corporate law, and for having employed figures such as Doug Emhoff.
  • A. Covington & Burling
    Covington & Burling is a prominent international law firm based in Washington, D.C., known for its work in regulatory, litigation, and corporate matters.
  • B. O'Melveny & Myers
    O'Melveny & Myers is a major international law firm headquartered in Los Angeles, known for its work in litigation, corporate transactions, and regulatory matters.
  • C. Sidley Austin LLP
    Sidley Austin LLP is a major international law firm headquartered in Chicago, known for its corporate, litigation, and regulatory practices.
  • D. 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.
  • E. 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.
  • 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_69aed94118148190975e6aa4e554cde9 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefa4065ac8190a898a1025365b8e9 completed March 9, 2026, 4:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69b54c57f60c819080e237b4b056d73b completed March 14, 2026, 11:54 a.m.
NEDg Description generation batch_69b54dbaf3d88190962e5c0b5b4604d4 completed March 14, 2026, 11:59 a.m.
NED2 Entity disambiguation (via description) batch_69b54e16cde48190bb82f0eb04470629 completed March 14, 2026, 12:01 p.m.
Created at: March 9, 2026, 3:34 p.m.