Triple

T4470151
Position Surface form Disambiguated ID Type / Status
Subject Dueling DQN E98474 entity
Predicate introducedBy P513 FINISHED
Object Tom Schaul
Tom Schaul is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Dueling DQN architecture.
 E512320 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: Tom Schaul | Statement: [Dueling DQN, introducedBy, Tom Schaul]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tom Schaul
Context triple: [Dueling DQN, introducedBy, Tom Schaul]
  • A. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • B. John Schehr
    John Schehr was a German communist politician and anti-fascist resistance figure who briefly led the Communist Party of Germany before being killed by the Nazis in 1934.
  • C. Alan "Dutch" Schaefer
    Alan "Dutch" Schaefer is the battle-hardened special forces major portrayed by Arnold Schwarzenegger who leads the elite commando team in the 1987 sci-fi action film "Predator."
  • D. Stan Salfas
    Stan Salfas is a film editor known for his work on major feature films, including the science fiction sequel "Dawn of the Planet of the Apes."
  • E. Dan Klecko
    Dan Klecko is a former American football defensive tackle and fullback who played in the NFL, notably winning multiple Super Bowls with the New England Patriots.
  • 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: Tom Schaul
Triple: [Dueling DQN, introducedBy, Tom Schaul]
Generated description
Tom Schaul is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Dueling DQN architecture.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tom Schaul
Target entity description: Tom Schaul is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Dueling DQN architecture.
  • A. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • B. John Schehr
    John Schehr was a German communist politician and anti-fascist resistance figure who briefly led the Communist Party of Germany before being killed by the Nazis in 1934.
  • C. Alan "Dutch" Schaefer
    Alan "Dutch" Schaefer is the battle-hardened special forces major portrayed by Arnold Schwarzenegger who leads the elite commando team in the 1987 sci-fi action film "Predator."
  • D. Stan Salfas
    Stan Salfas is a film editor known for his work on major feature films, including the science fiction sequel "Dawn of the Planet of the Apes."
  • E. Dan Klecko
    Dan Klecko is a former American football defensive tackle and fullback who played in the NFL, notably winning multiple Super Bowls with the New England Patriots.
  • 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_69b3569cd03c8190927c596bedb45ac8 completed March 13, 2026, 12:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69bf185bce7c8190ad94ab3f848a0040 completed March 21, 2026, 10:14 p.m.
NEDg Description generation batch_69bf1a2478a481908aa08e08016e493b completed March 21, 2026, 10:22 p.m.
NED2 Entity disambiguation (via description) batch_69bf1a7f9c808190a067a2e983d77008 completed March 21, 2026, 10:23 p.m.
Created at: March 12, 2026, 11:34 p.m.