Triple
T17520707
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | LIBSVM |
E426672
|
entity |
| Predicate | developer |
P73
|
FINISHED |
| Object |
Chih-Jen Lin
Chih-Jen Lin is a Taiwanese computer scientist and professor renowned for his contributions to machine learning and optimization, particularly through widely used tools and algorithms in support vector machines.
|
E1274573
|
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: Chih-Jen Lin | Statement: [LIBSVM, developer, Chih-Jen Lin]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chih-Jen Lin Context triple: [LIBSVM, developer, Chih-Jen Lin]
-
A.
Cho-Liang Lin
Cho-Liang Lin is a Taiwanese-American violinist renowned for his virtuosity, lyrical tone, and international solo career, including acclaimed performances with major orchestras and extensive recordings.
-
B.
Tung-Yen Lin
Tung-Yen Lin was a pioneering Chinese-American structural engineer renowned for his groundbreaking work in prestressed concrete and major bridge designs worldwide.
-
C.
Gie-Ming Lin
Gie-Ming Lin is known primarily as a family member of Shirley Lin, likely recognized in relation to her public or professional profile.
-
D.
Yeou-Cheng Ma
Yeou-Cheng Ma is a Taiwanese-American pediatrician and violinist known for her work in child development and her contributions to music education.
-
E.
Chi-lung Shih
Chi-lung Shih is the Wade–Giles romanization of Keelung City, a major port city in northern Taiwan.
- 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: Chih-Jen Lin Triple: [LIBSVM, developer, Chih-Jen Lin]
Generated description
Chih-Jen Lin is a Taiwanese computer scientist and professor renowned for his contributions to machine learning and optimization, particularly through widely used tools and algorithms in support vector machines.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chih-Jen Lin Target entity description: Chih-Jen Lin is a Taiwanese computer scientist and professor renowned for his contributions to machine learning and optimization, particularly through widely used tools and algorithms in support vector machines.
-
A.
Cho-Liang Lin
Cho-Liang Lin is a Taiwanese-American violinist renowned for his virtuosity, lyrical tone, and international solo career, including acclaimed performances with major orchestras and extensive recordings.
-
B.
Tung-Yen Lin
Tung-Yen Lin was a pioneering Chinese-American structural engineer renowned for his groundbreaking work in prestressed concrete and major bridge designs worldwide.
-
C.
Gie-Ming Lin
Gie-Ming Lin is known primarily as a family member of Shirley Lin, likely recognized in relation to her public or professional profile.
-
D.
Yeou-Cheng Ma
Yeou-Cheng Ma is a Taiwanese-American pediatrician and violinist known for her work in child development and her contributions to music education.
-
E.
Chi-lung Shih
Chi-lung Shih is the Wade–Giles romanization of Keelung City, a major port city in northern Taiwan.
- 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_69d889de677081909b22d2657b1f0292 |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e452d23cf08190925510344fa36f57 |
completed | April 19, 2026, 3:58 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a01d283ddbc8190b0f8d710e2b334fe |
completed | May 11, 2026, 12:58 p.m. |
| NEDg | Description generation | batch_6a01d328a3308190b18bf011a1a1d30b |
completed | May 11, 2026, 1:01 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a01d3ca97b88190800530c80bd5dff0 |
completed | May 11, 2026, 1:04 p.m. |
Created at: April 10, 2026, 5:49 a.m.