Triple

T18016238
Position Surface form Disambiguated ID Type / Status
Subject DenseNet E431004 entity
Predicate hasAuthor P4244 FINISHED
Object Zhuang Liu
Zhuang Liu is a computer scientist and deep learning researcher known for influential work on convolutional neural network architectures and representation learning.
 E1300980 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: Zhuang Liu | Statement: [DenseNet, hasAuthor, Zhuang Liu]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zhuang Liu
Context triple: [DenseNet, hasAuthor, Zhuang Liu]
  • A. 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.
  • B. Langche Zeng
    Langche Zeng is a political scientist and quantitative methodologist known for his collaborative work with Gary King on statistical methods in social science research.
  • C. Luyu Yang
    Luyu Yang is an entrepreneur best known as a co-founder of the short-form video platform Musical.ly, which later merged into TikTok.
  • D. Jun-Yan Zhu
    Jun-Yan Zhu is a computer scientist and researcher known for his influential work in computer vision and generative models, particularly in image-to-image translation.
  • E. Yao Chen
    Yao Chen is a prominent Chinese actress and philanthropist known for her influential social media presence and advocacy on social issues.
  • 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: Zhuang Liu
Triple: [DenseNet, hasAuthor, Zhuang Liu]
Generated description
Zhuang Liu is a computer scientist and deep learning researcher known for influential work on convolutional neural network architectures and representation learning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zhuang Liu
Target entity description: Zhuang Liu is a computer scientist and deep learning researcher known for influential work on convolutional neural network architectures and representation learning.
  • A. 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.
  • B. Langche Zeng
    Langche Zeng is a political scientist and quantitative methodologist known for his collaborative work with Gary King on statistical methods in social science research.
  • C. Luyu Yang
    Luyu Yang is an entrepreneur best known as a co-founder of the short-form video platform Musical.ly, which later merged into TikTok.
  • D. Jun-Yan Zhu
    Jun-Yan Zhu is a computer scientist and researcher known for his influential work in computer vision and generative models, particularly in image-to-image translation.
  • E. Yao Chen
    Yao Chen is a prominent Chinese actress and philanthropist known for her influential social media presence and advocacy on social issues.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b523f588819097389e067dda7f23 completed April 19, 2026, 10:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a034324daec8190a9bbec1ad80c70f9 completed May 12, 2026, 3:11 p.m.
NEDg Description generation batch_6a0343dc91688190ae8e2f051cefef85 completed May 12, 2026, 3:14 p.m.
NED2 Entity disambiguation (via description) batch_6a0344b6f4e081908ff2fbc7bfa4c4e1 completed May 12, 2026, 3:18 p.m.
Created at: April 10, 2026, 10:24 a.m.