Triple
T8268223
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Amy Farrah Fowler |
E193353
|
entity |
| Predicate | bestFriendsGroupName |
P34598
|
FINISHED |
| Object |
The girls (Penny and Bernadette)
The girls (Penny and Bernadette) are Amy Farrah Fowler’s closest female friends in The Big Bang Theory, forming the core trio of the show’s main women.
|
E722703
|
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: The girls (Penny and Bernadette) | Statement: [Amy Farrah Fowler, bestFriendsGroupName, The girls (Penny and Bernadette)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The girls (Penny and Bernadette) Context triple: [Amy Farrah Fowler, bestFriendsGroupName, The girls (Penny and Bernadette)]
-
A.
Penelope "Penny" Carroll
Penelope "Penny" Carroll is the charming dance partner and love interest played by Ginger Rogers in the classic 1936 musical film "Swing Time."
-
B.
Wendy & Lisa
Wendy & Lisa is an American musical duo best known for their work with Prince and The Revolution and their subsequent career composing and performing their own eclectic pop, rock, and soundtrack music.
-
C.
Phoebe Buffay
Phoebe Buffay is a quirky, free-spirited masseuse and musician known for her eccentric personality and offbeat songs on the TV sitcom "Friends."
-
D.
Lottie and Lisa
Lottie and Lisa is a 1949 German children's novel by Erich Kästner about identical twin girls separated at birth who meet at a summer camp and switch places to reunite their divorced parents.
-
E.
Penny Pingleton
Penny Pingleton is a shy, quirky teenage girl and Tracy Turnblad’s loyal best friend in the musical and film "Hairspray."
- 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: The girls (Penny and Bernadette) Triple: [Amy Farrah Fowler, bestFriendsGroupName, The girls (Penny and Bernadette)]
Generated description
The girls (Penny and Bernadette) are Amy Farrah Fowler’s closest female friends in The Big Bang Theory, forming the core trio of the show’s main women.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The girls (Penny and Bernadette) Target entity description: The girls (Penny and Bernadette) are Amy Farrah Fowler’s closest female friends in The Big Bang Theory, forming the core trio of the show’s main women.
-
A.
Penelope "Penny" Carroll
Penelope "Penny" Carroll is the charming dance partner and love interest played by Ginger Rogers in the classic 1936 musical film "Swing Time."
-
B.
Wendy & Lisa
Wendy & Lisa is an American musical duo best known for their work with Prince and The Revolution and their subsequent career composing and performing their own eclectic pop, rock, and soundtrack music.
-
C.
Phoebe Buffay
Phoebe Buffay is a quirky, free-spirited masseuse and musician known for her eccentric personality and offbeat songs on the TV sitcom "Friends."
-
D.
Lottie and Lisa
Lottie and Lisa is a 1949 German children's novel by Erich Kästner about identical twin girls separated at birth who meet at a summer camp and switch places to reunite their divorced parents.
-
E.
Penny Pingleton
Penny Pingleton is a shy, quirky teenage girl and Tracy Turnblad’s loyal best friend in the musical and film "Hairspray."
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: bestFriendsGroupName Context triple: [Amy Farrah Fowler, bestFriendsGroupName, The girls (Penny and Bernadette)]
-
A.
friendGroupRole
Indicates the specific role or function an individual holds within a particular friend group.
-
B.
childhoodFriend
Indicates that two people were close friends during their childhood period.
-
C.
formedGroup
Indicates that multiple entities have come together to create or establish a group or collective unit.
-
D.
groups
Indicates that one entity organizes, clusters, or associates multiple entities together as members of a collective set or category.
-
E.
hasSocialGroup
chosen
Indicates that an entity belongs to, is associated with, or participates in a particular social group or community.
- 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_69ca82e081d48190986beaa51f498ab9 |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cb794fc4208190b268bc69ff2b28a9 |
completed | March 31, 2026, 7:35 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cd6833065c8190945e88022ad2869d |
completed | April 1, 2026, 6:47 p.m. |
| NEDg | Description generation | batch_69cd6d52763c8190891f88d62be44786 |
completed | April 1, 2026, 7:09 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cd7df568788190a5a219baa65a6a19 |
completed | April 1, 2026, 8:20 p.m. |
| PD | Predicate disambiguation | batch_69cb70a4525481909399d313a6247ace |
completed | March 31, 2026, 6:58 a.m. |
Created at: March 30, 2026, 5:50 p.m.