Triple
T18205036
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | LayoutLM |
E435880
|
entity |
| Predicate | hasAuthor |
P4244
|
FINISHED |
| Object |
Shaohan Huang
Shaohan Huang is a researcher in natural language processing and document understanding, known for co-authoring the LayoutLM model for document layout-aware language modeling.
|
E1315681
|
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: Shaohan Huang | Statement: [LayoutLM, hasAuthor, Shaohan Huang]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Shaohan Huang Context triple: [LayoutLM, hasAuthor, Shaohan Huang]
-
A.
Guiyou Huang
Guiyou Huang is an American higher-education leader and scholar who serves as president of Western Illinois University.
-
B.
Louis Huang
Louis Huang is the Taiwanese-American father and central character in the sitcom "Fresh Off the Boat," known for his optimistic, entrepreneurial personality and humorous parenting style.
-
C.
Charles Huang
Charles Huang is an American entrepreneur best known as the co-founder of RedOctane, the company behind the hit video game franchise Guitar Hero.
-
D.
Ching-Yun Hu
Ching-Yun Hu is a Taiwanese-American concert pianist acclaimed for her international competition successes and performances with major orchestras worldwide.
-
E.
Xiaodong Chen
Xiaodong Chen is a prominent materials scientist and nanotechnology researcher who serves as editor-in-chief of the journal ACS Nano.
- 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: Shaohan Huang Triple: [LayoutLM, hasAuthor, Shaohan Huang]
Generated description
Shaohan Huang is a researcher in natural language processing and document understanding, known for co-authoring the LayoutLM model for document layout-aware language modeling.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Shaohan Huang Target entity description: Shaohan Huang is a researcher in natural language processing and document understanding, known for co-authoring the LayoutLM model for document layout-aware language modeling.
-
A.
Guiyou Huang
Guiyou Huang is an American higher-education leader and scholar who serves as president of Western Illinois University.
-
B.
Louis Huang
Louis Huang is the Taiwanese-American father and central character in the sitcom "Fresh Off the Boat," known for his optimistic, entrepreneurial personality and humorous parenting style.
-
C.
Charles Huang
Charles Huang is an American entrepreneur best known as the co-founder of RedOctane, the company behind the hit video game franchise Guitar Hero.
-
D.
Ching-Yun Hu
Ching-Yun Hu is a Taiwanese-American concert pianist acclaimed for her international competition successes and performances with major orchestras worldwide.
-
E.
Xiaodong Chen
Xiaodong Chen is a prominent materials scientist and nanotechnology researcher who serves as editor-in-chief of the journal ACS Nano.
- 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_69d8b90dba6481908e119eb9aa4ca0cb |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4e222831081908f7d5500424e3acb |
completed | April 19, 2026, 2:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03b3e663b081908eeb0905454e72f5 |
completed | May 12, 2026, 11:12 p.m. |
| NEDg | Description generation | batch_6a03b48273c88190a95332f1ecce7fb7 |
completed | May 12, 2026, 11:15 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03b5470d408190ae676062f2855508 |
completed | May 12, 2026, 11:18 p.m. |
Created at: April 10, 2026, 10:32 a.m.