Triple

T17521117
Position Surface form Disambiguated ID Type / Status
Subject Soft Actor-Critic E426679 entity
Predicate proposedBy P32 FINISHED
Object Aurick Zhou
Aurick Zhou is a researcher in reinforcement learning known for co-authoring the Soft Actor-Critic (SAC) algorithm, a prominent off-policy deep RL method.
E1274354 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: Aurick Zhou | Statement: [Soft Actor-Critic, proposedBy, Aurick Zhou]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Aurick Zhou
Context triple: [Soft Actor-Critic, proposedBy, Aurick Zhou]
  • A. James Zhou
    James Zhou is a Chinese businessman best known as the owner and chairman of French football club AJ Auxerre.
  • B. Hayden Szeto
    Hayden Szeto is a Canadian actor best known for his breakout role as the charming and awkward classmate Erwin in the coming-of-age film "The Edge of Seventeen."
  • C. Morgan Yu
    Morgan Yu is the customizable protagonist of the sci-fi immersive sim game Prey (2017), a scientist aboard the Talos I space station who must survive and uncover the truth amid an alien outbreak.
  • D. Nathan Wang
    Nathan Wang is an American composer known for scoring numerous films and television shows, often blending orchestral and contemporary styles.
  • E. Izaac Wang
    Izaac Wang is an American child actor best known for voicing Boun in Disney's animated film "Raya and the Last Dragon."
  • 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: Aurick Zhou
Triple: [Soft Actor-Critic, proposedBy, Aurick Zhou]
Generated description
Aurick Zhou is a researcher in reinforcement learning known for co-authoring the Soft Actor-Critic (SAC) algorithm, a prominent off-policy deep RL method.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Aurick Zhou
Target entity description: Aurick Zhou is a researcher in reinforcement learning known for co-authoring the Soft Actor-Critic (SAC) algorithm, a prominent off-policy deep RL method.
  • A. James Zhou
    James Zhou is a Chinese businessman best known as the owner and chairman of French football club AJ Auxerre.
  • B. Hayden Szeto
    Hayden Szeto is a Canadian actor best known for his breakout role as the charming and awkward classmate Erwin in the coming-of-age film "The Edge of Seventeen."
  • C. Morgan Yu
    Morgan Yu is the customizable protagonist of the sci-fi immersive sim game Prey (2017), a scientist aboard the Talos I space station who must survive and uncover the truth amid an alien outbreak.
  • D. Nathan Wang
    Nathan Wang is an American composer known for scoring numerous films and television shows, often blending orchestral and contemporary styles.
  • E. Izaac Wang
    Izaac Wang is an American child actor best known for voicing Boun in Disney's animated film "Raya and the Last Dragon."
  • 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_69d889de677081909b22d2657b1f0292 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e452d23cf08190925510344fa36f57 completed April 19, 2026, 3:58 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01c94237d08190bb1f874735c87803 completed May 11, 2026, 12:19 p.m.
NEDg Description generation batch_6a01cabea2b48190a690b17a88d45b40 completed May 11, 2026, 12:25 p.m.
NED2 Entity disambiguation (via description) batch_6a01cefa08f8819086cb86ce22193baa completed May 11, 2026, 12:43 p.m.
Created at: April 10, 2026, 5:49 a.m.