Triple

T8482977
Position Surface form Disambiguated ID Type / Status
Subject Rainbow DQN E200562 entity
Predicate proposedBy P32 FINISHED
Object Bilal Piot
Bilal Piot is a machine learning researcher known for his contributions to deep reinforcement learning, including co-authoring the Rainbow DQN algorithm.
 E736833 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: Bilal Piot | Statement: [Rainbow DQN, proposedBy, Bilal Piot]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bilal Piot
Context triple: [Rainbow DQN, proposedBy, Bilal Piot]
  • A. Patrick Baladi
    Patrick Baladi is a British actor best known for his television roles in series such as The Office (UK), Mistresses, and Line of Duty.
  • B. Bilal
    Bilal is an American neo-soul and R&B singer-songwriter known for his rich, genre-blending vocals and critically acclaimed work with artists across hip-hop, jazz, and soul.
  • C. Amar Khalil
    Amar Khalil is an American R&B singer best known for his work with the influential Oakland-based group Tony! Toni! Toné!.
  • D. Sami Bouajila
    Sami Bouajila is a French-Tunisian actor acclaimed for his intense, nuanced performances in European cinema and international thrillers.
  • E. Jamel Irief
    Jamel Irief is the birth name of Masta Killa, an American rapper best known as a member of the influential hip hop group Wu-Tang Clan.
  • 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: Bilal Piot
Triple: [Rainbow DQN, proposedBy, Bilal Piot]
Generated description
Bilal Piot is a machine learning researcher known for his contributions to deep reinforcement learning, including co-authoring the Rainbow DQN algorithm.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bilal Piot
Target entity description: Bilal Piot is a machine learning researcher known for his contributions to deep reinforcement learning, including co-authoring the Rainbow DQN algorithm.
  • A. Patrick Baladi
    Patrick Baladi is a British actor best known for his television roles in series such as The Office (UK), Mistresses, and Line of Duty.
  • B. Bilal
    Bilal is an American neo-soul and R&B singer-songwriter known for his rich, genre-blending vocals and critically acclaimed work with artists across hip-hop, jazz, and soul.
  • C. Amar Khalil
    Amar Khalil is an American R&B singer best known for his work with the influential Oakland-based group Tony! Toni! Toné!.
  • D. Sami Bouajila
    Sami Bouajila is a French-Tunisian actor acclaimed for his intense, nuanced performances in European cinema and international thrillers.
  • E. Jamel Irief
    Jamel Irief is the birth name of Masta Killa, an American rapper best known as a member of the influential hip hop group Wu-Tang Clan.
  • 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_69ca831b17988190a1f3f3413d57b820 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe53845e881909eeb32863c7aa942 completed March 31, 2026, 3:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce3a2b2e9081909f19712946c6ec20 completed April 2, 2026, 9:43 a.m.
NEDg Description generation batch_69ce3b4008a0819096bb44b46f510213 completed April 2, 2026, 9:47 a.m.
NED2 Entity disambiguation (via description) batch_69ce3c000e608190adf1b6499d382529 completed April 2, 2026, 9:50 a.m.
Created at: March 30, 2026, 6:12 p.m.