Triple
T18222229
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | randomForest |
E436333
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object |
Andy Liaw
Andy Liaw is a statistician and R developer best known for his contributions to the randomForest package and work in applied statistical computing.
|
E1313008
|
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: Andy Liaw | Statement: [randomForest, author, Andy Liaw]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Andy Liaw Context triple: [randomForest, author, Andy Liaw]
-
A.
Michael Lee-Chin
Michael Lee-Chin is a Jamaican-Canadian billionaire businessman and philanthropist best known for his investments in financial services and his major donations to cultural and educational institutions.
-
B.
Russell Wong
Russell Wong is an American actor and martial artist best known for his roles in action films and television series, often portraying skilled fighters or law enforcement characters.
-
C.
Tony Balkissoon
Tony Balkissoon is a Canadian-American lawyer known in part for his marriage to journalist and attorney Laura Jarrett, daughter of former Obama advisor Valerie Jarrett.
-
D.
Adrian Chan
Adrian Chan is a music producer known for his work with the artist U87.
-
E.
Michael Wong
Michael Wong is a Hong Kong-based actor and singer known for his roles in action and crime films across Asian cinema.
- 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: Andy Liaw Triple: [randomForest, author, Andy Liaw]
Generated description
Andy Liaw is a statistician and R developer best known for his contributions to the randomForest package and work in applied statistical computing.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Andy Liaw Target entity description: Andy Liaw is a statistician and R developer best known for his contributions to the randomForest package and work in applied statistical computing.
-
A.
Michael Lee-Chin
Michael Lee-Chin is a Jamaican-Canadian billionaire businessman and philanthropist best known for his investments in financial services and his major donations to cultural and educational institutions.
-
B.
Russell Wong
Russell Wong is an American actor and martial artist best known for his roles in action films and television series, often portraying skilled fighters or law enforcement characters.
-
C.
Tony Balkissoon
Tony Balkissoon is a Canadian-American lawyer known in part for his marriage to journalist and attorney Laura Jarrett, daughter of former Obama advisor Valerie Jarrett.
-
D.
Adrian Chan
Adrian Chan is a music producer known for his work with the artist U87.
-
E.
Michael Wong
Michael Wong is a Hong Kong-based actor and singer known for his roles in action and crime films across Asian cinema.
- 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_69d8b9103a8081908bbb0836fef10efd |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4e47c85108190bd9707b40bdfdb38 |
completed | April 19, 2026, 2:19 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a039f1da8948190811c2dc441b63866 |
completed | May 12, 2026, 9:43 p.m. |
| NEDg | Description generation | batch_6a03a00195b08190b77a676bc44d1887 |
completed | May 12, 2026, 9:47 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03a0a4ef148190b6c69f72f019964a |
completed | May 12, 2026, 9:50 p.m. |
Created at: April 10, 2026, 10:32 a.m.