Triple
T8451677
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Laurence Silberman |
E199812
|
entity |
| Predicate | positionHeld |
P8
|
FINISHED |
| Object |
Under Secretary of Labor for Labor-Management Relations
The Under Secretary of Labor for Labor-Management Relations is a senior U.S. Department of Labor official responsible for overseeing and guiding national policies and programs affecting labor unions, collective bargaining, and employer-employee relations.
|
E734917
|
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: Under Secretary of Labor for Labor-Management Relations | Statement: [Laurence Silberman, positionHeld, Under Secretary of Labor for Labor-Management Relations]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Under Secretary of Labor for Labor-Management Relations Context triple: [Laurence Silberman, positionHeld, Under Secretary of Labor for Labor-Management Relations]
-
A.
Assistant Secretary of Labor for Labor-Management Relations
The Assistant Secretary of Labor for Labor-Management Relations is a senior U.S. Department of Labor official responsible for overseeing and guiding federal policies and programs related to labor unions, collective bargaining, and employer-employee relations.
-
B.
Assistant Secretary of Labor for Administration and Management
The Assistant Secretary of Labor for Administration and Management is a senior U.S. Department of Labor official responsible for overseeing the agency’s internal operations, including budget, human resources, information technology, and administrative services.
-
C.
Assistant Secretary of Labor for Public Affairs
The Assistant Secretary of Labor for Public Affairs is a senior U.S. Department of Labor official responsible for overseeing the agency’s communications, media relations, and public information strategies.
-
D.
United States Deputy Secretary of Labor
The United States Deputy Secretary of Labor is the second-highest-ranking official in the U.S. Department of Labor, responsible for assisting the Secretary in overseeing national labor policies, programs, and administration.
-
E.
Assistant Secretary of Labor for Wage and Hour
The Assistant Secretary of Labor for Wage and Hour is the senior U.S. Department of Labor official responsible for enforcing federal minimum wage, overtime pay, child labor, and related workplace standards through the Wage and Hour Division.
- 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: Under Secretary of Labor for Labor-Management Relations Triple: [Laurence Silberman, positionHeld, Under Secretary of Labor for Labor-Management Relations]
Generated description
The Under Secretary of Labor for Labor-Management Relations is a senior U.S. Department of Labor official responsible for overseeing and guiding national policies and programs affecting labor unions, collective bargaining, and employer-employee relations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Under Secretary of Labor for Labor-Management Relations Target entity description: The Under Secretary of Labor for Labor-Management Relations is a senior U.S. Department of Labor official responsible for overseeing and guiding national policies and programs affecting labor unions, collective bargaining, and employer-employee relations.
-
A.
Assistant Secretary of Labor for Labor-Management Relations
The Assistant Secretary of Labor for Labor-Management Relations is a senior U.S. Department of Labor official responsible for overseeing and guiding federal policies and programs related to labor unions, collective bargaining, and employer-employee relations.
-
B.
Assistant Secretary of Labor for Administration and Management
The Assistant Secretary of Labor for Administration and Management is a senior U.S. Department of Labor official responsible for overseeing the agency’s internal operations, including budget, human resources, information technology, and administrative services.
-
C.
Assistant Secretary of Labor for Public Affairs
The Assistant Secretary of Labor for Public Affairs is a senior U.S. Department of Labor official responsible for overseeing the agency’s communications, media relations, and public information strategies.
-
D.
United States Deputy Secretary of Labor
The United States Deputy Secretary of Labor is the second-highest-ranking official in the U.S. Department of Labor, responsible for assisting the Secretary in overseeing national labor policies, programs, and administration.
-
E.
Assistant Secretary of Labor for Wage and Hour
The Assistant Secretary of Labor for Wage and Hour is the senior U.S. Department of Labor official responsible for enforcing federal minimum wage, overtime pay, child labor, and related workplace standards through the Wage and Hour Division.
- 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_69ca8318231881908fd1bc1c4d45d286 |
completed | March 30, 2026, 2:05 p.m. |
| NER | Named-entity recognition | batch_69cbe449decc8190bd62f077427f9634 |
completed | March 31, 2026, 3:12 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce1dd14484819082f0319455011a22 |
completed | April 2, 2026, 7:42 a.m. |
| NEDg | Description generation | batch_69ce1eddb9988190a77ab59f2867ad5d |
completed | April 2, 2026, 7:46 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ce1fb9b03c819089976283e1c53ca5 |
completed | April 2, 2026, 7:50 a.m. |
Created at: March 30, 2026, 6:09 p.m.