Triple
T17798323
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ronald Cheng |
E444350
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Hidden Heroes
Hidden Heroes is a Hong Kong action-comedy film featuring Ronald Cheng in a prominent role.
|
E1287651
|
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: Hidden Heroes | Statement: [Ronald Cheng, notableWork, Hidden Heroes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hidden Heroes Context triple: [Ronald Cheng, notableWork, Hidden Heroes]
-
A.
The Heroes
The Heroes is a collection of mythological tales for children by Charles Kingsley that retells stories from Greek mythology in an accessible, moralistic Victorian style.
-
B.
The Heroes
The Heroes is a standalone grimdark fantasy novel by Joe Abercrombie that depicts a brutal three-day battle through the shifting perspectives of soldiers, commanders, and cowards on both sides.
-
C.
Enemigos Ocultos
"Enemigos Ocultos" is a reggaeton track by the Puerto Rican duo Enoch (ENOC), known for its hard-hitting urban sound and themes of rivalry and street conflict.
-
D.
Helden
Helden is a town in the Dutch province of Limburg, known as part of the municipality of Peel en Maas.
-
E.
Guardian Heroes
Guardian Heroes is a cult-classic 2D side-scrolling beat 'em up with RPG elements developed by Treasure, renowned for its branching story paths, multiple playable characters, and frenetic cooperative gameplay.
- 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: Hidden Heroes Triple: [Ronald Cheng, notableWork, Hidden Heroes]
Generated description
Hidden Heroes is a Hong Kong action-comedy film featuring Ronald Cheng in a prominent role.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hidden Heroes Target entity description: Hidden Heroes is a Hong Kong action-comedy film featuring Ronald Cheng in a prominent role.
-
A.
The Heroes
The Heroes is a collection of mythological tales for children by Charles Kingsley that retells stories from Greek mythology in an accessible, moralistic Victorian style.
-
B.
The Heroes
The Heroes is a standalone grimdark fantasy novel by Joe Abercrombie that depicts a brutal three-day battle through the shifting perspectives of soldiers, commanders, and cowards on both sides.
-
C.
Enemigos Ocultos
"Enemigos Ocultos" is a reggaeton track by the Puerto Rican duo Enoch (ENOC), known for its hard-hitting urban sound and themes of rivalry and street conflict.
-
D.
Helden
Helden is a town in the Dutch province of Limburg, known as part of the municipality of Peel en Maas.
-
E.
Guardian Heroes
Guardian Heroes is a cult-classic 2D side-scrolling beat 'em up with RPG elements developed by Treasure, renowned for its branching story paths, multiple playable characters, and frenetic cooperative gameplay.
- 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_69d8b9efe370819095cd219b143ae727 |
completed | April 10, 2026, 8:50 a.m. |
| NER | Named-entity recognition | batch_69e487fcfdc8819086f41152860dfe18 |
completed | April 19, 2026, 7:45 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a02f84095f48190985b20bc8f049e5b |
completed | May 12, 2026, 9:52 a.m. |
| NEDg | Description generation | batch_6a02f9078e088190b2e84f219f7457ed |
completed | May 12, 2026, 9:55 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a02f98c91a481909739f2a8a681286d |
completed | May 12, 2026, 9:57 a.m. |
Created at: April 10, 2026, 10:13 a.m.