Triple

T18643806
Position Surface form Disambiguated ID Type / Status
Subject Match.com E455753 entity
Predicate founder P104 FINISHED
Object Peng T. Ong
Peng T. Ong is a Singapore-based technology entrepreneur and venture capitalist known for co-founding multiple successful startups and leading early-stage investments across Asia.
 E1335161 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: Peng T. Ong | Statement: [Match.com, founder, Peng T. Ong]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Peng T. Ong
Context triple: [Match.com, founder, Peng T. Ong]
  • A. Yee-Whye Teh
    Yee-Whye Teh is a prominent statistician and machine learning researcher known for his influential work on Bayesian nonparametrics, probabilistic modeling, and deep learning.
  • B. Shih-Fu Peng
    Shih-Fu Peng is an architect best known as a co-founder and leading figure of the international practice Heneghan Peng Architects.
  • C. Philip S. Yu
    Philip S. Yu is a prominent computer scientist known for his influential contributions to data mining, databases, and big data analytics.
  • D. Kuo-Chen Huang
    Kuo-Chen Huang was a physicist whose work on electron–phonon coupling in solids led to the formulation of the Huang–Rhys factor in solid-state spectroscopy.
  • E. David H. Tu
    David H. Tu is a biotechnology entrepreneur best known as a founder of the DNA sequencing company Pacific Biosciences.
  • 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: Peng T. Ong
Triple: [Match.com, founder, Peng T. Ong]
Generated description
Peng T. Ong is a Singapore-based technology entrepreneur and venture capitalist known for co-founding multiple successful startups and leading early-stage investments across Asia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Peng T. Ong
Target entity description: Peng T. Ong is a Singapore-based technology entrepreneur and venture capitalist known for co-founding multiple successful startups and leading early-stage investments across Asia.
  • A. Yee-Whye Teh
    Yee-Whye Teh is a prominent statistician and machine learning researcher known for his influential work on Bayesian nonparametrics, probabilistic modeling, and deep learning.
  • B. Shih-Fu Peng
    Shih-Fu Peng is an architect best known as a co-founder and leading figure of the international practice Heneghan Peng Architects.
  • C. Philip S. Yu
    Philip S. Yu is a prominent computer scientist known for his influential contributions to data mining, databases, and big data analytics.
  • D. Kuo-Chen Huang
    Kuo-Chen Huang was a physicist whose work on electron–phonon coupling in solids led to the formulation of the Huang–Rhys factor in solid-state spectroscopy.
  • E. David H. Tu
    David H. Tu is a biotechnology entrepreneur best known as a founder of the DNA sequencing company Pacific Biosciences.
  • 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_69d8d38ea1e88190997e9b231190ba6f completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e5500b6d7c8190b807b772980d913c completed April 19, 2026, 9:58 p.m.
NED1 Entity disambiguation (via context triple) batch_6a050d865fc48190a11ed96ebfdca50d completed May 13, 2026, 11:47 p.m.
NEDg Description generation batch_6a051058f5788190b782a39feb7f6111 completed May 13, 2026, 11:59 p.m.
NED2 Entity disambiguation (via description) batch_6a0510fc0d1081908970c91357bb3444 completed May 14, 2026, 12:02 a.m.
Created at: April 10, 2026, 11:47 a.m.