Triple
T13814922
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Heartland |
E331987
|
entity |
| Predicate | portrayedBy |
P1507
|
FINISHED |
| Object |
Amber Marshall
Amber Marshall is a Canadian actress best known for starring as Amy Fleming in the long-running family drama television series "Heartland."
|
E1070134
|
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: Amber Marshall | Statement: [Heartland, portrayedBy, Amber Marshall]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Amber Marshall Context triple: [Heartland, portrayedBy, Amber Marshall]
-
A.
Amber Smith
Amber Smith is a relative of American singer and actress Demi Lovato, known primarily for her family connection to the entertainer.
-
B.
Amber Coffman
Amber Coffman is an American singer, songwriter, and guitarist best known as a former member of the indie rock band Dirty Projectors and for her collaborations across indie and electronic music.
-
C.
Amber Holt
Amber Holt is a central teenage character in the television drama series "Parenthood," known for her rebellious yet sensitive nature and evolving family relationships.
-
D.
Kara Hayward
Kara Hayward is an American actress best known for her breakout role as Suzy Bishop in Wes Anderson’s film "Moonrise Kingdom."
-
E.
Kymberly Kalil
Kymberly Kalil is an American actress known for her work in film and television and for being married to actor William Fichtner.
- 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: Amber Marshall Triple: [Heartland, portrayedBy, Amber Marshall]
Generated description
Amber Marshall is a Canadian actress best known for starring as Amy Fleming in the long-running family drama television series "Heartland."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Amber Marshall Target entity description: Amber Marshall is a Canadian actress best known for starring as Amy Fleming in the long-running family drama television series "Heartland."
-
A.
Amber Smith
Amber Smith is a relative of American singer and actress Demi Lovato, known primarily for her family connection to the entertainer.
-
B.
Amber Coffman
Amber Coffman is an American singer, songwriter, and guitarist best known as a former member of the indie rock band Dirty Projectors and for her collaborations across indie and electronic music.
-
C.
Amber Holt
Amber Holt is a central teenage character in the television drama series "Parenthood," known for her rebellious yet sensitive nature and evolving family relationships.
-
D.
Kara Hayward
Kara Hayward is an American actress best known for her breakout role as Suzy Bishop in Wes Anderson’s film "Moonrise Kingdom."
-
E.
Kymberly Kalil
Kymberly Kalil is an American actress known for her work in film and television and for being married to actor William Fichtner.
- 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_69d81c59f8808190a851bc56afdc55e9 |
completed | April 9, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69de02806e148190996f58934e66d7d8 |
completed | April 14, 2026, 9:01 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f7ce68804881909546073eb72c504c |
completed | May 3, 2026, 10:38 p.m. |
| NEDg | Description generation | batch_69f9fd56da288190b2bd33bc496c3fb9 |
completed | May 5, 2026, 2:23 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fb039fdb1c8190ad5286d1cfe80a29 |
completed | May 6, 2026, 9:02 a.m. |
Created at: April 9, 2026, 10:12 p.m.