Triple
T18044080
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kevin M. Murphy |
E431726
|
entity |
| Predicate | coAuthor |
P398
|
FINISHED |
| Object |
Finis Welch
Finis Welch was an influential American labor economist known for his work on human capital, wage inequality, and the economics of education.
|
E1302672
|
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: Finis Welch | Statement: [Kevin M. Murphy, coAuthor, Finis Welch]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Finis Welch Context triple: [Kevin M. Murphy, coAuthor, Finis Welch]
-
A.
Trevor Upham
Trevor Upham is an American physician and attorney best known as the husband of lawyer and author Cate Edwards, daughter of former U.S. Senator John Edwards.
-
B.
Brian "Head" Welch
Brian "Head" Welch is an American guitarist and songwriter best known as a founding member and lead guitarist of the nu metal band Korn.
-
C.
Josh Wolff
Josh Wolff is an American former professional soccer player and current coach known for leading Major League Soccer expansion club Austin FC.
-
D.
Craig Wedren
Craig Wedren is an American composer and musician best known as the lead singer of the band Shudder to Think and for his extensive work scoring films and television.
-
E.
Jeremy Enigk
Jeremy Enigk is an American singer-songwriter best known as the frontman of the influential indie rock band Sunny Day Real Estate and for his atmospheric solo work.
- 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: Finis Welch Triple: [Kevin M. Murphy, coAuthor, Finis Welch]
Generated description
Finis Welch was an influential American labor economist known for his work on human capital, wage inequality, and the economics of education.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Finis Welch Target entity description: Finis Welch was an influential American labor economist known for his work on human capital, wage inequality, and the economics of education.
-
A.
Trevor Upham
Trevor Upham is an American physician and attorney best known as the husband of lawyer and author Cate Edwards, daughter of former U.S. Senator John Edwards.
-
B.
Brian "Head" Welch
Brian "Head" Welch is an American guitarist and songwriter best known as a founding member and lead guitarist of the nu metal band Korn.
-
C.
Josh Wolff
Josh Wolff is an American former professional soccer player and current coach known for leading Major League Soccer expansion club Austin FC.
-
D.
Craig Wedren
Craig Wedren is an American composer and musician best known as the lead singer of the band Shudder to Think and for his extensive work scoring films and television.
-
E.
Jeremy Enigk
Jeremy Enigk is an American singer-songwriter best known as the frontman of the influential indie rock band Sunny Day Real Estate and for his atmospheric solo work.
- 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.