Triple
T7985602
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Apache Storm |
E185674
|
entity |
| Predicate | developedBy |
P73
|
FINISHED |
| Object |
Nathan Marz
Nathan Marz is a software engineer and entrepreneur best known for creating the Apache Storm distributed real-time computation system and for his work on large-scale data processing.
|
E702190
|
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: Nathan Marz | Statement: [Apache Storm, developedBy, Nathan Marz]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nathan Marz Context triple: [Apache Storm, developedBy, Nathan Marz]
-
A.
Martin E. Franklin
Martin E. Franklin is a British-American businessman and entrepreneur best known for building consumer products conglomerates such as Jarden Corporation through aggressive acquisitions and value-focused management.
-
B.
Jure Leskovec
Jure Leskovec is a prominent computer scientist known for his influential work in data mining, social network analysis, and machine learning, particularly on large-scale graph data.
-
C.
Jeff Dean
Jeff Dean is a prominent computer scientist and software engineer best known for his leadership in large-scale distributed systems and artificial intelligence research at Google, including co-founding Google Brain.
-
D.
Ian Edelman
Ian Edelman is a writer and producer best known for creating the animated musical television special "Entergalactic" in collaboration with Kid Cudi.
-
E.
Bryan Cantrill
Bryan Cantrill is a software engineer and technology executive best known for his work on operating systems and observability tools, particularly during his tenure at Sun Microsystems and later as CTO of Joyent and co-founder of Oxide Computer Company.
- 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: Nathan Marz Triple: [Apache Storm, developedBy, Nathan Marz]
Generated description
Nathan Marz is a software engineer and entrepreneur best known for creating the Apache Storm distributed real-time computation system and for his work on large-scale data processing.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nathan Marz Target entity description: Nathan Marz is a software engineer and entrepreneur best known for creating the Apache Storm distributed real-time computation system and for his work on large-scale data processing.
-
A.
Martin E. Franklin
Martin E. Franklin is a British-American businessman and entrepreneur best known for building consumer products conglomerates such as Jarden Corporation through aggressive acquisitions and value-focused management.
-
B.
Jure Leskovec
Jure Leskovec is a prominent computer scientist known for his influential work in data mining, social network analysis, and machine learning, particularly on large-scale graph data.
-
C.
Jeff Dean
Jeff Dean is a prominent computer scientist and software engineer best known for his leadership in large-scale distributed systems and artificial intelligence research at Google, including co-founding Google Brain.
-
D.
Ian Edelman
Ian Edelman is a writer and producer best known for creating the animated musical television special "Entergalactic" in collaboration with Kid Cudi.
-
E.
Bryan Cantrill
Bryan Cantrill is a software engineer and technology executive best known for his work on operating systems and observability tools, particularly during his tenure at Sun Microsystems and later as CTO of Joyent and co-founder of Oxide Computer Company.
- 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_69ca829a2cfc819083d591d58ec04075 |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb3c4a55b881909a96133e56c0dffa |
completed | March 31, 2026, 3:15 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cbe0e6f3c48190a0132fa90eec6420 |
completed | March 31, 2026, 2:57 p.m. |
| NEDg | Description generation | batch_69cbe43e47048190a0044477f88de5d0 |
completed | March 31, 2026, 3:11 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cc0d60254c819087d1de7ca6ea554b |
completed | March 31, 2026, 6:07 p.m. |
Created at: March 30, 2026, 5:15 p.m.