Triple

T18044082
Position Surface form Disambiguated ID Type / Status
Subject Kevin M. Murphy E431726 entity
Predicate coAuthor P398 FINISHED
Object Chinhui Juhn
Chinhui Juhn is a labor economist known for her research on wage inequality, labor market dynamics, and the changing structure of employment in the United States.
E1302674 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: Chinhui Juhn | Statement: [Kevin M. Murphy, coAuthor, Chinhui Juhn]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chinhui Juhn
Context triple: [Kevin M. Murphy, coAuthor, Chinhui Juhn]
  • A. Yun Chi Chung
    Yun Chi Chung is best known as the former wife of American comedian and actor Redd Foxx.
  • B. Kim Hourn
    Kim Hourn is a Cambodian academic and diplomat best known for serving as Secretary-General of the Association of Southeast Asian Nations (ASEAN).
  • C. Kyung Wha Chung
    Kyung Wha Chung is a renowned South Korean violinist celebrated for her virtuosic technique and international solo career.
  • D. Constance Yu-Hwa Chung
    Constance Yu-Hwa "Connie" Chung is an American television journalist and news anchor known for her work on major U.S. networks including CBS, NBC, ABC, CNN, and MSNBC.
  • E. Amy Chiang
    Amy Chiang is a member of Taiwan’s influential Chiang family, known primarily as a daughter of former President Chiang Ching-kuo.
  • 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: Chinhui Juhn
Triple: [Kevin M. Murphy, coAuthor, Chinhui Juhn]
Generated description
Chinhui Juhn is a labor economist known for her research on wage inequality, labor market dynamics, and the changing structure of employment in the United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chinhui Juhn
Target entity description: Chinhui Juhn is a labor economist known for her research on wage inequality, labor market dynamics, and the changing structure of employment in the United States.
  • A. Yun Chi Chung
    Yun Chi Chung is best known as the former wife of American comedian and actor Redd Foxx.
  • B. Kim Hourn
    Kim Hourn is a Cambodian academic and diplomat best known for serving as Secretary-General of the Association of Southeast Asian Nations (ASEAN).
  • C. Kyung Wha Chung
    Kyung Wha Chung is a renowned South Korean violinist celebrated for her virtuosic technique and international solo career.
  • D. Constance Yu-Hwa Chung
    Constance Yu-Hwa "Connie" Chung is an American television journalist and news anchor known for her work on major U.S. networks including CBS, NBC, ABC, CNN, and MSNBC.
  • E. Amy Chiang
    Amy Chiang is a member of Taiwan’s influential Chiang family, known primarily as a daughter of former President Chiang Ching-kuo.
  • 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_69d8b906482481908183315b9ecf9994 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4bff13f488190993445769551c9c2 completed April 19, 2026, 11:43 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0349b8930c8190bbd871393b4b949e completed May 12, 2026, 3:39 p.m.
NEDg Description generation batch_6a034b0817408190817e4a3ee0003d57 completed May 12, 2026, 3:45 p.m.
NED2 Entity disambiguation (via description) batch_6a034bdf5c808190ac329e663e220f1b completed May 12, 2026, 3:48 p.m.
Created at: April 10, 2026, 10:25 a.m.