Triple
T16904989
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Steffy Forrester |
E424537
|
entity |
| Predicate | fictionalRomanticPartner |
P110564
|
FINISHED |
| Object |
Liam Spencer
Liam Spencer is a central character on the soap opera "The Bold and the Beautiful," known for his complex love triangles and on-again, off-again relationships with members of the Forrester and Logan families.
|
E1240035
|
NE FINISHED |
How this triple was built (5 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: Liam Spencer | Statement: [Steffy Forrester, fictionalRomanticPartner, Liam Spencer]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Liam Spencer Context triple: [Steffy Forrester, fictionalRomanticPartner, Liam Spencer]
-
A.
Liam Hayes
Liam Hayes is an American singer-songwriter and multi-instrumentalist known for his lush, orchestrated pop music released under the name Plush.
-
B.
Liam Egan
Liam Egan is a composer best known for creating the musical score for the Australian film "Ten Canoes."
-
C.
Liam Sullivan
Liam Sullivan was an American character actor known for his numerous television and film roles from the 1950s through the 1980s, often portraying suave or villainous figures.
-
D.
Liam Titcomb
Liam Titcomb is a Canadian singer-songwriter and multi-instrumentalist known for his folk-pop music and work in television soundtracks.
-
E.
Liam Pace
Liam Pace is a fictional musician and the older brother of Charlie Pace in the television series "Lost."
- 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: Liam Spencer Triple: [Steffy Forrester, fictionalRomanticPartner, Liam Spencer]
Generated description
Liam Spencer is a central character on the soap opera "The Bold and the Beautiful," known for his complex love triangles and on-again, off-again relationships with members of the Forrester and Logan families.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Liam Spencer Target entity description: Liam Spencer is a central character on the soap opera "The Bold and the Beautiful," known for his complex love triangles and on-again, off-again relationships with members of the Forrester and Logan families.
-
A.
Liam Hayes
Liam Hayes is an American singer-songwriter and multi-instrumentalist known for his lush, orchestrated pop music released under the name Plush.
-
B.
Liam Egan
Liam Egan is a composer best known for creating the musical score for the Australian film "Ten Canoes."
-
C.
Liam Sullivan
Liam Sullivan was an American character actor known for his numerous television and film roles from the 1950s through the 1980s, often portraying suave or villainous figures.
-
D.
Liam Titcomb
Liam Titcomb is a Canadian singer-songwriter and multi-instrumentalist known for his folk-pop music and work in television soundtracks.
-
E.
Liam Pace
Liam Pace is a fictional musician and the older brother of Charlie Pace in the television series "Lost."
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: fictionalRomanticPartner Context triple: [Steffy Forrester, fictionalRomanticPartner, Liam Spencer]
-
A.
fictionalLover
chosen
Indicates a romantic partner or love interest that exists only within a fictional or imaginary context.
-
B.
fictionalRelationship
Indicates a relationship that exists only within a fictional or imagined context between entities.
-
C.
romanticPartnerInSpinOff
Indicates that two characters are depicted as romantic partners specifically within a spin-off work, rather than (or in addition to) the original series.
-
D.
literaryRelationship
Indicates a relationship between entities that are connected through literature, such as authorship, influence, adaptation, or other text-based associations.
-
E.
romanticPartnerRealName
Indicates that the real, non-alias name of a person is associated with someone who is their romantic partner.
- F. None of above.
Provenance (6 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_69d889da3e8c8190a2b118f383f0beac |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e3c8df454c8190898ebdd75985e51c |
completed | April 18, 2026, 6:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a00c7b7b698819081d2e39976b69587 |
completed | May 10, 2026, 6 p.m. |
| NEDg | Description generation | batch_6a00c8b9e4888190b25dd3256fc13dd1 |
completed | May 10, 2026, 6:04 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a00c9672ab881909770b4fe551ec622 |
completed | May 10, 2026, 6:07 p.m. |
| PD | Predicate disambiguation | batch_69e32b9489408190bcb2ede567ff5bf9 |
completed | April 18, 2026, 6:58 a.m. |
Created at: April 10, 2026, 5:30 a.m.