Triple
T13736237
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Five Deadly Venoms |
E329953
|
entity |
| Predicate | director |
P255
|
FINISHED |
| Object |
Chang Cheh
Chang Cheh was a highly influential Hong Kong film director best known for his groundbreaking and ultra-violent wuxia and kung fu films for the Shaw Brothers Studio in the 1960s and 1970s.
|
E1057322
|
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: Chang Cheh | Statement: [Five Deadly Venoms, director, Chang Cheh]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chang Cheh Context triple: [Five Deadly Venoms, director, Chang Cheh]
-
A.
Tsui Hark
Tsui Hark is a pioneering Hong Kong filmmaker renowned for revolutionizing the action and wuxia genres with his visually inventive, high-energy directing style.
-
B.
Charley Lau
Charley Lau was a renowned Major League Baseball hitting coach and former catcher, best known for developing the influential "Lau hitting method."
-
C.
Yam Kim-fai
Yam Kim-fai was a legendary Cantonese opera star renowned for her charismatic male "sheng" roles and lasting influence on Hong Kong’s performing arts.
-
D.
Lok Fu
Lok Fu is a residential neighborhood and transport hub in Hong Kong known for its public housing estates, shopping centre, and MTR station.
-
E.
Pai Hsien-yung
Pai Hsien-yung is a prominent Chinese-American writer and playwright best known for his modernist fiction and influential depictions of mid-20th-century Chinese and Taiwanese society.
- 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: Chang Cheh Triple: [Five Deadly Venoms, director, Chang Cheh]
Generated description
Chang Cheh was a highly influential Hong Kong film director best known for his groundbreaking and ultra-violent wuxia and kung fu films for the Shaw Brothers Studio in the 1960s and 1970s.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chang Cheh Target entity description: Chang Cheh was a highly influential Hong Kong film director best known for his groundbreaking and ultra-violent wuxia and kung fu films for the Shaw Brothers Studio in the 1960s and 1970s.
-
A.
Tsui Hark
Tsui Hark is a pioneering Hong Kong filmmaker renowned for revolutionizing the action and wuxia genres with his visually inventive, high-energy directing style.
-
B.
Charley Lau
Charley Lau was a renowned Major League Baseball hitting coach and former catcher, best known for developing the influential "Lau hitting method."
-
C.
Yam Kim-fai
Yam Kim-fai was a legendary Cantonese opera star renowned for her charismatic male "sheng" roles and lasting influence on Hong Kong’s performing arts.
-
D.
Lok Fu
Lok Fu is a residential neighborhood and transport hub in Hong Kong known for its public housing estates, shopping centre, and MTR station.
-
E.
Pai Hsien-yung
Pai Hsien-yung is a prominent Chinese-American writer and playwright best known for his modernist fiction and influential depictions of mid-20th-century Chinese and Taiwanese society.
- 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_69d80772315881908f980cae40d91664 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69de020351fc8190a554a48c552e83b5 |
completed | April 14, 2026, 8:59 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f79d68da04819089c95d9bfedc7496 |
completed | May 3, 2026, 7:09 p.m. |
| NEDg | Description generation | batch_69f79f1051b48190ac4704b43e759237 |
completed | May 3, 2026, 7:16 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f79fdf974081909108b0fd89e76d56 |
completed | May 3, 2026, 7:19 p.m. |
Created at: April 9, 2026, 9:55 p.m.