Triple
T4755101
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Beretta M1951 |
E105567
|
entity |
| Predicate | designer |
P184
|
FINISHED |
| Object |
Tullio Marengoni
Tullio Marengoni was an Italian firearms designer best known for creating several influential Beretta pistols and submachine guns in the 20th century.
|
E631524
|
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: Tullio Marengoni | Statement: [Beretta M1951, designer, Tullio Marengoni]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Tullio Marengoni Context triple: [Beretta M1951, designer, Tullio Marengoni]
-
A.
Luigi Mangiagalli
Luigi Mangiagalli was an Italian physician, academic, and politician who played a key role in advancing medical education and higher learning in early 20th-century Italy.
-
B.
Luciano Vincenzoni
Luciano Vincenzoni was an Italian screenwriter best known for his work on classic Spaghetti Westerns, particularly collaborations with director Sergio Leone.
-
C.
Bertrando Spaventa
Bertrando Spaventa was a 19th-century Italian philosopher known for his work on Hegelian idealism and his influence on the development of modern Italian philosophy.
-
D.
Francesco Giorgi
Francesco Giorgi was a 16th-century Venetian Franciscan friar, philosopher, and mystic known for integrating Christian theology with Kabbalistic and Neoplatonic thought in his influential work "De harmonia mundi."
-
E.
Piero Malvestiti
Piero Malvestiti was an Italian politician and European statesman who played a key role in early European integration, including leadership within the institutions that preceded the European Union.
- 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: Tullio Marengoni Triple: [Beretta M1951, designer, Tullio Marengoni]
Generated description
Tullio Marengoni was an Italian firearms designer best known for creating several influential Beretta pistols and submachine guns in the 20th century.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Tullio Marengoni Target entity description: Tullio Marengoni was an Italian firearms designer best known for creating several influential Beretta pistols and submachine guns in the 20th century.
-
A.
Luigi Mangiagalli
Luigi Mangiagalli was an Italian physician, academic, and politician who played a key role in advancing medical education and higher learning in early 20th-century Italy.
-
B.
Luciano Vincenzoni
Luciano Vincenzoni was an Italian screenwriter best known for his work on classic Spaghetti Westerns, particularly collaborations with director Sergio Leone.
-
C.
Bertrando Spaventa
Bertrando Spaventa was a 19th-century Italian philosopher known for his work on Hegelian idealism and his influence on the development of modern Italian philosophy.
-
D.
Francesco Giorgi
Francesco Giorgi was a 16th-century Venetian Franciscan friar, philosopher, and mystic known for integrating Christian theology with Kabbalistic and Neoplatonic thought in his influential work "De harmonia mundi."
-
E.
Piero Malvestiti
Piero Malvestiti was an Italian politician and European statesman who played a key role in early European integration, including leadership within the institutions that preceded the European Union.
- 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_69bd43f07fa48190954317d01600994a |
completed | March 20, 2026, 12:56 p.m. |
| NER | Named-entity recognition | batch_69bd64e882b08190b100582e6d2e0334 |
completed | March 20, 2026, 3:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c757f5a2f4819081f5bde51e30641a |
completed | March 28, 2026, 4:24 a.m. |
| NEDg | Description generation | batch_69c75a6b46d481909bbc15d8609bdc38 |
completed | March 28, 2026, 4:34 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c75ae7d1e081909c26a84dea3672a9 |
completed | March 28, 2026, 4:36 a.m. |
Created at: March 20, 2026, 1:20 p.m.