Triple
T22797987
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Pretty Little Liars |
E564301
|
entity |
| Predicate | portraysCharacter |
P1668
|
FINISHED |
| Object |
Troian Bellisario as Spencer Hastings
Troian Bellisario as Spencer Hastings refers to the actress’s portrayal of the highly intelligent, driven, and perfectionist member of the core friend group in the teen mystery-drama series "Pretty Little Liars."
|
E1554722
|
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: Troian Bellisario as Spencer Hastings | Statement: [Pretty Little Liars, portraysCharacter, Troian Bellisario as Spencer Hastings]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Troian Bellisario as Spencer Hastings Context triple: [Pretty Little Liars, portraysCharacter, Troian Bellisario as Spencer Hastings]
-
A.
Jessica Whitaker Spencer
Jessica Whitaker Spencer is a fictional character from the 1990s action-adventure television series "Thunder in Paradise."
-
B.
Laura Spencer
Laura Spencer is a central and long-running heroine on the soap opera "General Hospital," known for her dramatic storylines, complex relationships, and iconic status in daytime television.
-
C.
Kelly Spencer
Kelly Spencer is a fictional child character on the soap opera "The Bold and the Beautiful," known as the daughter of Steffy Forrester and Liam Spencer.
-
D.
Samantha Taggart
Samantha Taggart is a strong-willed, street-smart emergency room nurse on the television series "ER," known for her resilience and complex personal relationships.
-
E.
Amber Karev
Amber Karev is a fictional character known primarily as the sister of Alex Karev in the Grey's Anatomy universe.
- 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: Troian Bellisario as Spencer Hastings Triple: [Pretty Little Liars, portraysCharacter, Troian Bellisario as Spencer Hastings]
Generated description
Troian Bellisario as Spencer Hastings refers to the actress’s portrayal of the highly intelligent, driven, and perfectionist member of the core friend group in the teen mystery-drama series "Pretty Little Liars."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Troian Bellisario as Spencer Hastings Target entity description: Troian Bellisario as Spencer Hastings refers to the actress’s portrayal of the highly intelligent, driven, and perfectionist member of the core friend group in the teen mystery-drama series "Pretty Little Liars."
-
A.
Jessica Whitaker Spencer
Jessica Whitaker Spencer is a fictional character from the 1990s action-adventure television series "Thunder in Paradise."
-
B.
Laura Spencer
Laura Spencer is a central and long-running heroine on the soap opera "General Hospital," known for her dramatic storylines, complex relationships, and iconic status in daytime television.
-
C.
Kelly Spencer
Kelly Spencer is a fictional child character on the soap opera "The Bold and the Beautiful," known as the daughter of Steffy Forrester and Liam Spencer.
-
D.
Samantha Taggart
Samantha Taggart is a strong-willed, street-smart emergency room nurse on the television series "ER," known for her resilience and complex personal relationships.
-
E.
Amber Karev
Amber Karev is a fictional character known primarily as the sister of Alex Karev in the Grey's Anatomy universe.
- 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_69e2458185f88190b0045227ee420411 |
completed | April 17, 2026, 2:36 p.m. |
| NER | Named-entity recognition | batch_69f17cda76448190891c5190e1d75ae0 |
completed | April 29, 2026, 3:36 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0b9e977a888190a629b61b37853016 |
completed | May 18, 2026, 11:19 p.m. |
| NEDg | Description generation | batch_6a0b9f8d55408190954f97b4504b5451 |
completed | May 18, 2026, 11:23 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0ba00135f88190a10c12118e48f7cc |
completed | May 18, 2026, 11:25 p.m. |
Created at: April 17, 2026, 3:30 p.m.