Triple

T4470201
Position Surface form Disambiguated ID Type / Status
Subject Prioritized Experience Replay DQN E98475 entity
Predicate proposedBy P32 FINISHED
Object John Quan
John Quan is a researcher known for proposing the Prioritized Experience Replay variant of Deep Q-Networks in reinforcement learning.
E441102 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: John Quan | Statement: [Prioritized Experience Replay DQN, proposedBy, John Quan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Quan
Context triple: [Prioritized Experience Replay DQN, proposedBy, John Quan]
  • A. Michael Baca
    Michael Baca is an American presidential elector known for his role in the landmark U.S. Supreme Court case Colorado Department of State v. Baca, which addressed whether states can penalize or replace “faithless electors” in the Electoral College.
  • B. John Curtis Estes
    John Curtis Estes is the birth name of John Holmes, a notorious American adult film actor who became one of the most famous pornographic performers of the 1970s and 1980s.
  • C. Chub Feeney
    Chub Feeney was a longtime Major League Baseball executive who served as president of the National League from 1970 to 1986.
  • D. Red Miller
    Red Miller was an American football coach best known for leading the Denver Broncos to their first Super Bowl appearance in the 1977 season.
  • E. Mark Kilmer
    Mark Kilmer is the brother of American actor Val Kilmer and a member of the Kilmer family, which has ties to the entertainment industry.
  • 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: John Quan
Triple: [Prioritized Experience Replay DQN, proposedBy, John Quan]
Generated description
John Quan is a researcher known for proposing the Prioritized Experience Replay variant of Deep Q-Networks in reinforcement learning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Quan
Target entity description: John Quan is a researcher known for proposing the Prioritized Experience Replay variant of Deep Q-Networks in reinforcement learning.
  • A. Michael Baca
    Michael Baca is an American presidential elector known for his role in the landmark U.S. Supreme Court case Colorado Department of State v. Baca, which addressed whether states can penalize or replace “faithless electors” in the Electoral College.
  • B. John Curtis Estes
    John Curtis Estes is the birth name of John Holmes, a notorious American adult film actor who became one of the most famous pornographic performers of the 1970s and 1980s.
  • C. Chub Feeney
    Chub Feeney was a longtime Major League Baseball executive who served as president of the National League from 1970 to 1986.
  • D. Red Miller
    Red Miller was an American football coach best known for leading the Denver Broncos to their first Super Bowl appearance in the 1977 season.
  • E. Mark Kilmer
    Mark Kilmer is the brother of American actor Val Kilmer and a member of the Kilmer family, which has ties to the entertainment industry.
  • 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_69b3454b4ae481908967426dd37284d6 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b356b6a1f48190a39f5411648c40ff completed March 13, 2026, 12:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69b6286c75b08190bd683d300f6c97f0 completed March 15, 2026, 3:33 a.m.
NEDg Description generation batch_69b6295627848190a7bb6b8943b0e3f1 completed March 15, 2026, 3:36 a.m.
NED2 Entity disambiguation (via description) batch_69b629be765c81908c1f6ccfc75604d1 completed March 15, 2026, 3:38 a.m.
Created at: March 12, 2026, 11:34 p.m.