Triple

T17693759
Position Surface form Disambiguated ID Type / Status
Subject Actor-Critic using Kronecker-Factored Trust Region E441103 entity
Predicate introducedBy P513 FINISHED
Object Shun Liao 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: Shun Liao | Statement: [Actor-Critic using Kronecker-Factored Trust Region, introducedBy, Shun Liao]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shun Liao
Context triple: [Actor-Critic using Kronecker-Factored Trust Region, introducedBy, Shun Liao]
  • A. Luo Jin
    Luo Jin is a Chinese actor known for his roles in popular television dramas and films.
  • B. Liu Shu
    Liu Shu was a Chinese scholar who contributed as an editor to the compilation of the historical chronicle Zizhi Tongjian.
  • C. Hou Liang
    Hou Liang, also known as Later Liang, was a short-lived dynasty that ruled northern China during the turbulent Five Dynasties and Ten Kingdoms period following the fall of the Tang.
  • D. Zhuo Lin
    Zhuo Lin was a Chinese political figure best known as the wife of paramount leader Deng Xiaoping and a supportive partner throughout his revolutionary and reform-era career.
  • E. Luo Zhonghuo
    Luo Zhonghuo was a Chinese military figure and graduate of the Yunnan Military Academy who became notable for his role in early 20th-century Chinese military and political affairs.
  • 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: Shun Liao
Target entity description: Shun Liao is a researcher in machine learning and reinforcement learning, known for introducing the Actor-Critic using Kronecker-Factored Trust Region (ACKTR) algorithm.
  • A. Luo Jin
    Luo Jin is a Chinese actor known for his roles in popular television dramas and films.
  • B. Liu Shu
    Liu Shu was a Chinese scholar who contributed as an editor to the compilation of the historical chronicle Zizhi Tongjian.
  • C. Hou Liang
    Hou Liang, also known as Later Liang, was a short-lived dynasty that ruled northern China during the turbulent Five Dynasties and Ten Kingdoms period following the fall of the Tang.
  • D. Zhuo Lin
    Zhuo Lin was a Chinese political figure best known as the wife of paramount leader Deng Xiaoping and a supportive partner throughout his revolutionary and reform-era career.
  • E. Luo Zhonghuo
    Luo Zhonghuo was a Chinese military figure and graduate of the Yunnan Military Academy who became notable for his role in early 20th-century Chinese military and political affairs.
  • F. None of above. chosen

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_69d8b9e940b081908b862bb0e6e89b0d completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e4715485d88190b9b6f347ff85d7c7 completed April 19, 2026, 6:08 a.m.
Created at: April 10, 2026, 10:04 a.m.