Triple
T10807981
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kähler–Ricci flow |
E255017
|
entity |
| Predicate | developedBy |
P73
|
FINISHED |
| Object |
Huai-Dong Cao
Huai-Dong Cao is a Chinese-American mathematician known for his influential work in differential geometry and geometric analysis, particularly in the study of Ricci and Kähler–Ricci flows.
|
E888040
|
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: Huai-Dong Cao | Statement: [Kähler–Ricci flow, developedBy, Huai-Dong Cao]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Huai-Dong Cao Context triple: [Kähler–Ricci flow, developedBy, Huai-Dong Cao]
-
A.
Xiaodong Chen
Xiaodong Chen is a prominent materials scientist and nanotechnology researcher who serves as editor-in-chief of the journal ACS Nano.
-
B.
Wei-ming Tu
Wei-ming Tu is a prominent Chinese philosopher and scholar of Confucianism known for his influential work on New Confucian thought and comparative philosophy.
-
C.
Geling Yan
Geling Yan is a Chinese-American novelist and screenwriter known for her emotionally powerful works that often explore the human impact of war, political upheaval, and social change in modern Chinese history.
-
D.
Gong Liu
Gong Liu was an early Zhou dynasty leader credited with consolidating and expanding the Zhou clan, laying foundations for the later rise of the Zhou state in ancient China.
-
E.
Wai-Tung Gao
Wai-Tung Gao is the Taiwanese-American gay protagonist of Ang Lee’s film "The Wedding Banquet," whose sham marriage to appease his traditional parents drives the movie’s central comedic and emotional conflicts.
- 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: Huai-Dong Cao Triple: [Kähler–Ricci flow, developedBy, Huai-Dong Cao]
Generated description
Huai-Dong Cao is a Chinese-American mathematician known for his influential work in differential geometry and geometric analysis, particularly in the study of Ricci and Kähler–Ricci flows.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Huai-Dong Cao Target entity description: Huai-Dong Cao is a Chinese-American mathematician known for his influential work in differential geometry and geometric analysis, particularly in the study of Ricci and Kähler–Ricci flows.
-
A.
Xiaodong Chen
Xiaodong Chen is a prominent materials scientist and nanotechnology researcher who serves as editor-in-chief of the journal ACS Nano.
-
B.
Wei-ming Tu
Wei-ming Tu is a prominent Chinese philosopher and scholar of Confucianism known for his influential work on New Confucian thought and comparative philosophy.
-
C.
Geling Yan
Geling Yan is a Chinese-American novelist and screenwriter known for her emotionally powerful works that often explore the human impact of war, political upheaval, and social change in modern Chinese history.
-
D.
Gong Liu
Gong Liu was an early Zhou dynasty leader credited with consolidating and expanding the Zhou clan, laying foundations for the later rise of the Zhou state in ancient China.
-
E.
Wai-Tung Gao
Wai-Tung Gao is the Taiwanese-American gay protagonist of Ang Lee’s film "The Wedding Banquet," whose sham marriage to appease his traditional parents drives the movie’s central comedic and emotional conflicts.
- 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_69d6aa61c15c8190a1839550c56e75e1 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d733b506488190921e6a1f4168dd9e |
completed | April 9, 2026, 5:05 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69de8513fe0881909d6833c85aac03a8 |
completed | April 14, 2026, 6:19 p.m. |
| NEDg | Description generation | batch_69de8e6f3fac8190bcd1675978d6d6d7 |
completed | April 14, 2026, 6:58 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69de8fa679cc81909cb51035e5403ce9 |
completed | April 14, 2026, 7:04 p.m. |
Created at: April 8, 2026, 9:18 p.m.