Triple
T18205034
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | LayoutLM |
E435880
|
entity |
| Predicate | hasAuthor |
P4244
|
FINISHED |
| Object | Minghao Li |
—
|
NE NERFINISHED |
How this triple was built (3 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: Minghao Li | Statement: [LayoutLM, hasAuthor, Minghao Li]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Minghao Li Context triple: [LayoutLM, hasAuthor, Minghao Li]
-
A.
Tingye Li
Tingye Li was a pioneering Chinese-American optical engineer and physicist renowned for his foundational contributions to laser and fiber-optic communications.
-
B.
Wei Liu
Wei Liu is a computer scientist and researcher known for his contributions to deep learning and computer vision, including influential work on object detection.
-
C.
Huan Liu
Huan Liu is a prominent computer scientist known for his influential research in data mining and machine learning, particularly in feature selection and social media analytics.
-
D.
Haochen Zhang
Haochen Zhang is a Chinese concert pianist acclaimed for winning the gold medal at the 2009 Van Cliburn International Piano Competition and for his virtuosic performances worldwide.
-
E.
Yiheng Xu
Yiheng Xu is a researcher in natural language processing and document understanding, known for co-developing the LayoutLM model for visually-rich document analysis.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Minghao Li Target entity description: Minghao Li is a researcher known for co-authoring LayoutLM, a model for document image understanding that jointly leverages text and layout information.
-
A.
Tingye Li
Tingye Li was a pioneering Chinese-American optical engineer and physicist renowned for his foundational contributions to laser and fiber-optic communications.
-
B.
Wei Liu
Wei Liu is a computer scientist and researcher known for his contributions to deep learning and computer vision, including influential work on object detection.
-
C.
Huan Liu
Huan Liu is a prominent computer scientist known for his influential research in data mining and machine learning, particularly in feature selection and social media analytics.
-
D.
Haochen Zhang
Haochen Zhang is a Chinese concert pianist acclaimed for winning the gold medal at the 2009 Van Cliburn International Piano Competition and for his virtuosic performances worldwide.
-
E.
Yiheng Xu
chosen
Yiheng Xu is a researcher in natural language processing and document understanding, known for co-developing the LayoutLM model for visually-rich document analysis.
- F. None of above.
Provenance (2 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. |
Created at: April 10, 2026, 10:32 a.m.