Triple

T8975555
Position Surface form Disambiguated ID Type / Status
Subject Virginia Thomas E214377 entity
Predicate founded P104 FINISHED
Object Liberty Consulting
Liberty Consulting is a political consulting firm associated with conservative activist Virginia "Ginni" Thomas, known for her involvement in right-wing advocacy and policy efforts.
E768955 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: Liberty Consulting | Statement: [Virginia Thomas, founded, Liberty Consulting]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Liberty Consulting
Context triple: [Virginia Thomas, founded, Liberty Consulting]
  • A. Leverage Consulting & Associates
    Leverage Consulting & Associates is a fictional private consulting and problem-solving firm featured in the TV series "Leverage," known for orchestrating elaborate cons to help clients against corrupt individuals and organizations.
  • B. Hyder Consulting
    Hyder Consulting was a multinational engineering, design, and advisory firm known for its work on major infrastructure and construction projects worldwide.
  • C. Mort Bay Consulting
    Mort Bay Consulting is the software company best known for originally developing and maintaining the Jetty web server and servlet container.
  • D. Liberty Live Group
    Liberty Live Group is a division of Liberty Media focused on live entertainment, events, and related media assets.
  • E. Archgroup Consultants
    Archgroup Consultants is an architectural firm known for designing major high-rise and hospitality projects in Dubai, including landmark luxury hotels.
  • 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: Liberty Consulting
Triple: [Virginia Thomas, founded, Liberty Consulting]
Generated description
Liberty Consulting is a political consulting firm associated with conservative activist Virginia "Ginni" Thomas, known for her involvement in right-wing advocacy and policy efforts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Liberty Consulting
Target entity description: Liberty Consulting is a political consulting firm associated with conservative activist Virginia "Ginni" Thomas, known for her involvement in right-wing advocacy and policy efforts.
  • A. Leverage Consulting & Associates
    Leverage Consulting & Associates is a fictional private consulting and problem-solving firm featured in the TV series "Leverage," known for orchestrating elaborate cons to help clients against corrupt individuals and organizations.
  • B. Hyder Consulting
    Hyder Consulting was a multinational engineering, design, and advisory firm known for its work on major infrastructure and construction projects worldwide.
  • C. Mort Bay Consulting
    Mort Bay Consulting is the software company best known for originally developing and maintaining the Jetty web server and servlet container.
  • D. Liberty Live Group
    Liberty Live Group is a division of Liberty Media focused on live entertainment, events, and related media assets.
  • E. Archgroup Consultants
    Archgroup Consultants is an architectural firm known for designing major high-rise and hospitality projects in Dubai, including landmark luxury hotels.
  • 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_69ca839ea8b88190922c6a326ffcc0d3 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc6784d1808190899c980f76084ff8 completed April 1, 2026, 12:32 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfc96aa46c81908b95a23fd2b4da57 completed April 3, 2026, 2:06 p.m.
NEDg Description generation batch_69cfca00ffa08190ad66fb99572a6275 completed April 3, 2026, 2:09 p.m.
NED2 Entity disambiguation (via description) batch_69cfca84937881909707497d733218e5 completed April 3, 2026, 2:11 p.m.
Created at: March 30, 2026, 7:02 p.m.