Triple

T8482971
Position Surface form Disambiguated ID Type / Status
Subject Rainbow DQN E200562 entity
Predicate proposedBy P32 FINISHED
Object Joseph Modayil
Joseph Modayil is a researcher in artificial intelligence and reinforcement learning, known for co-authoring the influential Rainbow DQN algorithm that combines multiple DQN improvements into a single unified agent.
 E736831 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: Joseph Modayil | Statement: [Rainbow DQN, proposedBy, Joseph Modayil]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Joseph Modayil
Context triple: [Rainbow DQN, proposedBy, Joseph Modayil]
  • A. Joseph Ngwenya
    Joseph Ngwenya is a Zimbabwean former professional footballer best known as a forward in Major League Soccer, including scoring for the Houston Dynamo in the 2007 MLS Cup final.
  • B. Chenjerai Hove
    Chenjerai Hove was a prominent Zimbabwean novelist, poet, and essayist known for his powerful critiques of colonialism and post-independence politics.
  • C. Joseph Dion Ngute
    Joseph Dion Ngute is a Cameroonian politician and academic who has served as the country’s prime minister, playing a key role in its contemporary governance.
  • D. Paul Cusenza
    Paul Cusenza is an entrepreneur best known as a co-founder of the personal genomics and biotechnology company 23andMe.
  • E. Oscar Chichoni
    Oscar Chichoni is an Argentine illustrator and concept artist renowned for his intricate, industrial-fantasy designs in film and publishing.
  • 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: Joseph Modayil
Triple: [Rainbow DQN, proposedBy, Joseph Modayil]
Generated description
Joseph Modayil is a researcher in artificial intelligence and reinforcement learning, known for co-authoring the influential Rainbow DQN algorithm that combines multiple DQN improvements into a single unified agent.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Joseph Modayil
Target entity description: Joseph Modayil is a researcher in artificial intelligence and reinforcement learning, known for co-authoring the influential Rainbow DQN algorithm that combines multiple DQN improvements into a single unified agent.
  • A. Joseph Ngwenya
    Joseph Ngwenya is a Zimbabwean former professional footballer best known as a forward in Major League Soccer, including scoring for the Houston Dynamo in the 2007 MLS Cup final.
  • B. Chenjerai Hove
    Chenjerai Hove was a prominent Zimbabwean novelist, poet, and essayist known for his powerful critiques of colonialism and post-independence politics.
  • C. Joseph Dion Ngute
    Joseph Dion Ngute is a Cameroonian politician and academic who has served as the country’s prime minister, playing a key role in its contemporary governance.
  • D. Paul Cusenza
    Paul Cusenza is an entrepreneur best known as a co-founder of the personal genomics and biotechnology company 23andMe.
  • E. Oscar Chichoni
    Oscar Chichoni is an Argentine illustrator and concept artist renowned for his intricate, industrial-fantasy designs in film and publishing.
  • 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.