Triple
T3087436
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Talking Book |
E64406
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Robert Margouleff
Robert Margouleff is an American record producer and synthesizer pioneer best known for his innovative work with Stevie Wonder in the 1970s.
|
E330430
|
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: Robert Margouleff | Statement: [Talking Book, producer, Robert Margouleff]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Robert Margouleff Context triple: [Talking Book, producer, Robert Margouleff]
-
A.
René Leibowitz
René Leibowitz was a Polish-born French composer, conductor, and influential music theorist who helped introduce and promote twelve-tone and serial techniques in postwar France.
-
B.
Christian Dotremont
Christian Dotremont was a Belgian painter, poet, and theorist best known as a co-founder of the avant-garde CoBrA art movement and for his innovative "logogram" calligraphic works.
-
C.
Charles Pictet de Rochemont
Charles Pictet de Rochemont was a Swiss diplomat and statesman best known for negotiating the treaties that defined Geneva’s borders and secured its accession to the Swiss Confederation in the early 19th century.
-
D.
Sidney Verba
Sidney Verba was a prominent American political scientist renowned for his pioneering work on political participation, comparative politics, and civic culture.
-
E.
Alain Goeppert
Alain Goeppert is a chemist known for his collaborative research with Nobel laureate George A. Olah, particularly in the fields of carbon capture and sustainable fuel technologies.
- 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: Robert Margouleff Triple: [Talking Book, producer, Robert Margouleff]
Generated description
Robert Margouleff is an American record producer and synthesizer pioneer best known for his innovative work with Stevie Wonder in the 1970s.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Robert Margouleff Target entity description: Robert Margouleff is an American record producer and synthesizer pioneer best known for his innovative work with Stevie Wonder in the 1970s.
-
A.
René Leibowitz
René Leibowitz was a Polish-born French composer, conductor, and influential music theorist who helped introduce and promote twelve-tone and serial techniques in postwar France.
-
B.
Christian Dotremont
Christian Dotremont was a Belgian painter, poet, and theorist best known as a co-founder of the avant-garde CoBrA art movement and for his innovative "logogram" calligraphic works.
-
C.
Charles Pictet de Rochemont
Charles Pictet de Rochemont was a Swiss diplomat and statesman best known for negotiating the treaties that defined Geneva’s borders and secured its accession to the Swiss Confederation in the early 19th century.
-
D.
Sidney Verba
Sidney Verba was a prominent American political scientist renowned for his pioneering work on political participation, comparative politics, and civic culture.
-
E.
Alain Goeppert
Alain Goeppert is a chemist known for his collaborative research with Nobel laureate George A. Olah, particularly in the fields of carbon capture and sustainable fuel technologies.
- 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_69ad857c97d88190b26f9b1c90839c77 |
completed | March 8, 2026, 2:19 p.m. |
| NER | Named-entity recognition | batch_69ada209fd24819088d887de0a4158f4 |
completed | March 8, 2026, 4:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b20f4dc9d481908b64d2d2bca0381a |
completed | March 12, 2026, 12:56 a.m. |
| NEDg | Description generation | batch_69b2102e35b08190ad9ca397f0c937da |
completed | March 12, 2026, 1 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b21458b07081909d75886e0d9f88e9 |
completed | March 12, 2026, 1:18 a.m. |
Created at: March 8, 2026, 3:03 p.m.