Triple
T14393604
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Heikki Mannila |
E356902
|
entity |
| Predicate | coAuthor |
P398
|
FINISHED |
| Object |
Jouni K. Seppänen
Jouni K. Seppänen is a computer scientist and researcher known for his collaborative work in data mining and related areas, including publications co-authored with Heikki Mannila.
|
E1096529
|
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: Jouni K. Seppänen | Statement: [Heikki Mannila, coAuthor, Jouni K. Seppänen]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Jouni K. Seppänen Context triple: [Heikki Mannila, coAuthor, Jouni K. Seppänen]
-
A.
Janne Jaakkola
Janne Jaakkola is a Finnish military leader who serves as the professional head of Finland’s armed forces.
-
B.
Jukka Lehtosalo
Jukka Lehtosalo is a Finnish software engineer and core Python developer best known as the original author of the static type checker mypy and a key contributor to Python’s type hinting system.
-
C.
Jukka Keskitalo
Jukka Keskitalo is a Finnish Lutheran bishop and church leader who serves as the head of the Diocese of Oulu in the Evangelical Lutheran Church of Finland.
-
D.
Antti Järvenpää
Antti Järvenpää is a Finnish public administrator who serves as the municipal manager of the municipality of Ruovesi.
-
E.
Timo Kivinen
Timo Kivinen is a Finnish general who has served as the Commander of the Finnish Defence Forces.
- 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: Jouni K. Seppänen Triple: [Heikki Mannila, coAuthor, Jouni K. Seppänen]
Generated description
Jouni K. Seppänen is a computer scientist and researcher known for his collaborative work in data mining and related areas, including publications co-authored with Heikki Mannila.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Jouni K. Seppänen Target entity description: Jouni K. Seppänen is a computer scientist and researcher known for his collaborative work in data mining and related areas, including publications co-authored with Heikki Mannila.
-
A.
Janne Jaakkola
Janne Jaakkola is a Finnish military leader who serves as the professional head of Finland’s armed forces.
-
B.
Jukka Lehtosalo
Jukka Lehtosalo is a Finnish software engineer and core Python developer best known as the original author of the static type checker mypy and a key contributor to Python’s type hinting system.
-
C.
Jukka Keskitalo
Jukka Keskitalo is a Finnish Lutheran bishop and church leader who serves as the head of the Diocese of Oulu in the Evangelical Lutheran Church of Finland.
-
D.
Antti Järvenpää
Antti Järvenpää is a Finnish public administrator who serves as the municipal manager of the municipality of Ruovesi.
-
E.
Timo Kivinen
Timo Kivinen is a Finnish general who has served as the Commander of the Finnish Defence Forces.
- 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_69d827927c988190ad98bb0360981783 |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de902d114881908a8f3c01b3c6d309 |
completed | April 14, 2026, 7:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd551b006c8190b84449f2e2b59b62 |
completed | May 8, 2026, 3:14 a.m. |
| NEDg | Description generation | batch_69fd55d90ed08190b6a0184715f39ff4 |
completed | May 8, 2026, 3:17 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd565d32fc8190acc1e733537a23cb |
completed | May 8, 2026, 3:19 a.m. |
Created at: April 10, 2026, 1:16 a.m.