Triple
T16815011
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marshall County, Iowa |
E408720
|
entity |
| Predicate | hasUnincorporatedCommunity |
P6345
|
FINISHED |
| Object |
Ferguson, Iowa
Ferguson, Iowa is a small rural community located in Marshall County in the central part of the state.
|
E1234939
|
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: Ferguson, Iowa | Statement: [Marshall County, Iowa, hasUnincorporatedCommunity, Ferguson, Iowa]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ferguson, Iowa Context triple: [Marshall County, Iowa, hasUnincorporatedCommunity, Ferguson, Iowa]
-
A.
Farragut, Iowa
Farragut, Iowa is a small city in Fremont County named in honor of U.S. Civil War Admiral David Farragut.
-
B.
Fairfield, Iowa
Fairfield, Iowa is a small city in southeastern Iowa known for Maharishi International University, its vibrant arts scene, and a strong focus on sustainability and meditation-based community life.
-
C.
Fredericksburg, Iowa
Fredericksburg, Iowa is a small rural city located in northeastern Iowa within Chickasaw County.
-
D.
Floyd, Iowa
Floyd, Iowa is a small rural city in northeastern Iowa known for its close-knit community and agricultural surroundings.
-
E.
Bloomfield, Iowa
Bloomfield, Iowa is a small city in Davis County known for its historic town square and role as a local agricultural and commercial center in southeastern Iowa.
- 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: Ferguson, Iowa Triple: [Marshall County, Iowa, hasUnincorporatedCommunity, Ferguson, Iowa]
Generated description
Ferguson, Iowa is a small rural community located in Marshall County in the central part of the state.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ferguson, Iowa Target entity description: Ferguson, Iowa is a small rural community located in Marshall County in the central part of the state.
-
A.
Farragut, Iowa
Farragut, Iowa is a small city in Fremont County named in honor of U.S. Civil War Admiral David Farragut.
-
B.
Fairfield, Iowa
Fairfield, Iowa is a small city in southeastern Iowa known for Maharishi International University, its vibrant arts scene, and a strong focus on sustainability and meditation-based community life.
-
C.
Fredericksburg, Iowa
Fredericksburg, Iowa is a small rural city located in northeastern Iowa within Chickasaw County.
-
D.
Floyd, Iowa
Floyd, Iowa is a small rural city in northeastern Iowa known for its close-knit community and agricultural surroundings.
-
E.
Bloomfield, Iowa
Bloomfield, Iowa is a small city in Davis County known for its historic town square and role as a local agricultural and commercial center in southeastern Iowa.
- 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_69d88394566c8190b3dcbdc72935f7fa |
completed | April 10, 2026, 4:59 a.m. |
| NER | Named-entity recognition | batch_69e3b2e0e05081908bd5eaa64abe133d |
completed | April 18, 2026, 4:35 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a00b2946ddc81908b1e7c662dc943ff |
completed | May 10, 2026, 4:30 p.m. |
| NEDg | Description generation | batch_6a00b3aafac08190b3e0181780f45392 |
completed | May 10, 2026, 4:34 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a00b466ecd08190b7b5ee54476631ab |
completed | May 10, 2026, 4:37 p.m. |
Created at: April 10, 2026, 5:23 a.m.