Triple
T400698
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ABC programming language |
E9273
|
entity |
| Predicate | developer |
P73
|
FINISHED |
| Object |
Steven Pemberton
Steven Pemberton is a British computer scientist and software engineer known for his work on programming languages, web standards, and contributions to the development of ABC and early Python influences.
|
E148825
|
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: Steven Pemberton | Statement: [ABC programming language, developer, Steven Pemberton]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Steven Pemberton Context triple: [ABC programming language, developer, Steven Pemberton]
-
A.
Phil Woolpert
Phil Woolpert was a prominent American college basketball coach best known for leading the University of San Francisco to multiple national championships in the 1950s.
-
B.
Gareth Unwin
Gareth Unwin is a British film producer best known for his Academy Award-winning work on the historical drama "The King’s Speech."
-
C.
Christopher Birt
Christopher Birt is an actor best known for his role in the popular 1992 romantic thriller film "The Bodyguard."
-
D.
Ian Black
Ian Black is a name shared by several notable individuals, including a British journalist and author known for his work on Middle Eastern affairs.
-
E.
Stephen Nicol
Stephen Nicol is a former Scottish professional footballer and versatile defender best known for his successful spell at Liverpool FC in the 1980s and early 1990s.
- 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: Steven Pemberton Triple: [ABC programming language, developer, Steven Pemberton]
Generated description
Steven Pemberton is a British computer scientist and software engineer known for his work on programming languages, web standards, and contributions to the development of ABC and early Python influences.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Steven Pemberton Target entity description: Steven Pemberton is a British computer scientist and software engineer known for his work on programming languages, web standards, and contributions to the development of ABC and early Python influences.
-
A.
Phil Woolpert
Phil Woolpert was a prominent American college basketball coach best known for leading the University of San Francisco to multiple national championships in the 1950s.
-
B.
Gareth Unwin
Gareth Unwin is a British film producer best known for his Academy Award-winning work on the historical drama "The King’s Speech."
-
C.
Christopher Birt
Christopher Birt is an actor best known for his role in the popular 1992 romantic thriller film "The Bodyguard."
-
D.
Ian Black
Ian Black is a name shared by several notable individuals, including a British journalist and author known for his work on Middle Eastern affairs.
-
E.
Stephen Nicol
Stephen Nicol is a former Scottish professional footballer and versatile defender best known for his successful spell at Liverpool FC in the 1980s and early 1990s.
- 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_69a2e8004cb88190b92ed1add6abf41a |
completed | Feb. 28, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69a2ec8e655c819081eff85c0ef55fa5 |
completed | Feb. 28, 2026, 1:24 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69acb2eb81cc81908907c02ff43644d7 |
completed | March 7, 2026, 11:21 p.m. |
| NEDg | Description generation | batch_69acb370c7cc81908a78bb5438416db6 |
completed | March 7, 2026, 11:23 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69acb409b4d0819081266cf3e6c09164 |
completed | March 7, 2026, 11:26 p.m. |
Created at: Feb. 28, 2026, 1:08 p.m.