Triple
T8489770
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | BEAST attack |
E200937
|
entity |
| Predicate | demonstratedBy |
P202
|
FINISHED |
| Object |
Thai Duong
Thai Duong is a Vietnamese security researcher and cryptographer best known for co-developing the BEAST attack against TLS/SSL encryption.
|
E737306
|
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: Thai Duong | Statement: [BEAST attack, demonstratedBy, Thai Duong]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Thai Duong Context triple: [BEAST attack, demonstratedBy, Thai Duong]
-
A.
Xuan Truong
Xuan Truong is a township in Nam Định Province, Vietnam, serving as the administrative and economic center of Xuan Truong District.
-
B.
Thien Khiem
Thien Khiem is the given name of Tran Thien Khiem, a South Vietnamese military officer and politician who served as Prime Minister of South Vietnam during the Vietnam War era.
-
C.
Duong Van Minh
Duong Van Minh was a South Vietnamese general and the last president of South Vietnam, known for surrendering to North Vietnamese forces during the Fall of Saigon in 1975.
-
D.
Tung Thanh Tran
Tung Thanh Tran is an actor best known for his role in the 1987 war-comedy film "Good Morning, Vietnam."
-
E.
Thanh Thai Nguyen
Thanh Thai Nguyen is a Vietnamese-born American prelate of the Roman Catholic Church who serves as coadjutor bishop of the Diocese of Orange in California.
- 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: Thai Duong Triple: [BEAST attack, demonstratedBy, Thai Duong]
Generated description
Thai Duong is a Vietnamese security researcher and cryptographer best known for co-developing the BEAST attack against TLS/SSL encryption.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Thai Duong Target entity description: Thai Duong is a Vietnamese security researcher and cryptographer best known for co-developing the BEAST attack against TLS/SSL encryption.
-
A.
Xuan Truong
Xuan Truong is a township in Nam Định Province, Vietnam, serving as the administrative and economic center of Xuan Truong District.
-
B.
Thien Khiem
Thien Khiem is the given name of Tran Thien Khiem, a South Vietnamese military officer and politician who served as Prime Minister of South Vietnam during the Vietnam War era.
-
C.
Duong Van Minh
Duong Van Minh was a South Vietnamese general and the last president of South Vietnam, known for surrendering to North Vietnamese forces during the Fall of Saigon in 1975.
-
D.
Tung Thanh Tran
Tung Thanh Tran is an actor best known for his role in the 1987 war-comedy film "Good Morning, Vietnam."
-
E.
Thanh Thai Nguyen
Thanh Thai Nguyen is a Vietnamese-born American prelate of the Roman Catholic Church who serves as coadjutor bishop of the Diocese of Orange in California.
- 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_69ca831d7b148190a6e32c1de43ab13b |
completed | March 30, 2026, 2:05 p.m. |
| NER | Named-entity recognition | batch_69cbe5596f1c8190aead21a245f21c07 |
completed | March 31, 2026, 3:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce3a4e5be48190b5c598123ef75f8b |
completed | April 2, 2026, 9:43 a.m. |
| NEDg | Description generation | batch_69ce3d0323248190a076a209df98c96c |
completed | April 2, 2026, 9:55 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ce3d7909f48190a46f58fca75d7740 |
completed | April 2, 2026, 9:57 a.m. |
Created at: March 30, 2026, 6:13 p.m.