Triple

T4470154
Position Surface form Disambiguated ID Type / Status
Subject Dueling DQN E98474 entity
Predicate introducedBy P513 FINISHED
Object Marc Lanctot
Marc Lanctot is a computer scientist and researcher in reinforcement learning and game AI, known for his contributions to deep reinforcement learning methods such as Dueling DQN.
 E441100 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: Marc Lanctot | Statement: [Dueling DQN, introducedBy, Marc Lanctot]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marc Lanctot
Context triple: [Dueling DQN, introducedBy, Marc Lanctot]
  • A. Gregor Fisher
    Gregor Fisher is a Scottish actor best known for his comedic roles, particularly as the lead character in the television series "Rab C. Nesbitt."
  • B. Will Firth
    Will Firth is the son of English actor Colin Firth and is known primarily for his connection to his father's prominent film career.
  • C. Blake Ritson
    Blake Ritson is a British actor and director known for his roles in television dramas such as "Da Vinci's Demons" and "Upstairs Downstairs," as well as for his extensive voice work in audiobooks and video games.
  • D. Graham McTavish
    Graham McTavish is a Scottish actor and voice actor best known for his roles in "Outlander," "The Hobbit" film trilogy, and various video games and television series.
  • E. Andrew Scarborough
    Andrew Scarborough is a British actor known for his work in television dramas, including a role in the 2013 miniseries "The Bible."
  • 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: Marc Lanctot
Triple: [Dueling DQN, introducedBy, Marc Lanctot]
Generated description
Marc Lanctot is a computer scientist and researcher in reinforcement learning and game AI, known for his contributions to deep reinforcement learning methods such as Dueling DQN.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marc Lanctot
Target entity description: Marc Lanctot is a computer scientist and researcher in reinforcement learning and game AI, known for his contributions to deep reinforcement learning methods such as Dueling DQN.
  • A. Gregor Fisher
    Gregor Fisher is a Scottish actor best known for his comedic roles, particularly as the lead character in the television series "Rab C. Nesbitt."
  • B. Will Firth
    Will Firth is the son of English actor Colin Firth and is known primarily for his connection to his father's prominent film career.
  • C. Blake Ritson
    Blake Ritson is a British actor and director known for his roles in television dramas such as "Da Vinci's Demons" and "Upstairs Downstairs," as well as for his extensive voice work in audiobooks and video games.
  • D. Graham McTavish
    Graham McTavish is a Scottish actor and voice actor best known for his roles in "Outlander," "The Hobbit" film trilogy, and various video games and television series.
  • E. Andrew Scarborough
    Andrew Scarborough is a British actor known for his work in television dramas, including a role in the 2013 miniseries "The Bible."
  • 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_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.