Triple
T20388205
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Beef |
E498012
|
entity |
| Predicate | mainCharacter |
P1183
|
FINISHED |
| Object |
Amy Lau
Amy Lau is a successful but deeply frustrated businesswoman whose escalating road-rage feud drives the darkly comedic and emotional narrative of the Netflix series "Beef."
|
E1429879
|
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: Amy Lau | Statement: [Beef, mainCharacter, Amy Lau]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Amy Lau Context triple: [Beef, mainCharacter, Amy Lau]
-
A.
Laurel Yeung
Laurel Yeung is a central teenage character from the Canadian television drama "Edgemont," known for navigating complex friendships, family issues, and romantic relationships.
-
B.
Hanna Lau
Hanna Lau is the daughter of renowned Hong Kong actor and Cantopop singer Andy Lau.
-
C.
Leanne Wong
Leanne Wong is an American artistic gymnast and Olympian known for competing for the University of Florida Gators and representing the United States at major international competitions.
-
D.
Melissa Chiu
Melissa Chiu is an Australian-born art historian and curator known for her leadership roles in major contemporary art institutions, including directing the Hirshhorn Museum and Sculpture Garden in Washington, D.C.
-
E.
Lindsay Wu
Lindsay Wu is a biomedical scientist known for his research on aging and metabolism, particularly in the field of sirtuins and NAD⁺ biology.
- 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: Amy Lau Triple: [Beef, mainCharacter, Amy Lau]
Generated description
Amy Lau is a successful but deeply frustrated businesswoman whose escalating road-rage feud drives the darkly comedic and emotional narrative of the Netflix series "Beef."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Amy Lau Target entity description: Amy Lau is a successful but deeply frustrated businesswoman whose escalating road-rage feud drives the darkly comedic and emotional narrative of the Netflix series "Beef."
-
A.
Laurel Yeung
Laurel Yeung is a central teenage character from the Canadian television drama "Edgemont," known for navigating complex friendships, family issues, and romantic relationships.
-
B.
Hanna Lau
Hanna Lau is the daughter of renowned Hong Kong actor and Cantopop singer Andy Lau.
-
C.
Leanne Wong
Leanne Wong is an American artistic gymnast and Olympian known for competing for the University of Florida Gators and representing the United States at major international competitions.
-
D.
Melissa Chiu
Melissa Chiu is an Australian-born art historian and curator known for her leadership roles in major contemporary art institutions, including directing the Hirshhorn Museum and Sculpture Garden in Washington, D.C.
-
E.
Lindsay Wu
Lindsay Wu is a biomedical scientist known for his research on aging and metabolism, particularly in the field of sirtuins and NAD⁺ biology.
- 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_69e0b4a71ebc8190b153a36c738730f4 |
completed | April 16, 2026, 10:06 a.m. |
| NER | Named-entity recognition | batch_69e6790d9e5881908bde7da9e5e541a0 |
completed | April 20, 2026, 7:05 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a087b155598819080e5034096b4541b |
completed | May 16, 2026, 2:11 p.m. |
| NEDg | Description generation | batch_6a088014c30c8190937586dc3f23862e |
completed | May 16, 2026, 2:32 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a08810e37c08190bd7e8b584204064c |
completed | May 16, 2026, 2:37 p.m. |
Created at: April 16, 2026, 11:28 a.m.