Triple

T8482975
Position Surface form Disambiguated ID Type / Status
Subject Rainbow DQN E200562 entity
Predicate proposedBy P32 FINISHED
Object Will Dabney
Will Dabney is a machine learning researcher known for his influential work in deep reinforcement learning, including co-developing the Rainbow DQN algorithm.
 E751636 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: Will Dabney | Statement: [Rainbow DQN, proposedBy, Will Dabney]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Will Dabney
Context triple: [Rainbow DQN, proposedBy, Will Dabney]
  • A. Fred C. Dobbs
    Fred C. Dobbs is the desperate, increasingly paranoid prospector at the center of the 1948 film "The Treasure of the Sierra Madre."
  • B. Boyd Tinsley
    Boyd Tinsley is an American violinist and composer best known as a longtime member of the Dave Matthews Band.
  • C. William Dandridge
    William Dandridge was a member of the prominent colonial Virginia Dandridge family, known primarily as a relative of Martha Washington through his mother, Frances Jones Dandridge.
  • D. Paul Satterfield
    Paul Satterfield is a film professional known for his work as a sequence director on classic animated features such as Disney’s 1942 film "Bambi."
  • E. Edward Burleson
    Edward Burleson was a prominent Texian military and political leader of the Texas Revolution who later served as vice president of the Republic of Texas.
  • 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: Will Dabney
Triple: [Rainbow DQN, proposedBy, Will Dabney]
Generated description
Will Dabney is a machine learning researcher known for his influential work in deep reinforcement learning, including co-developing the Rainbow DQN algorithm.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Will Dabney
Target entity description: Will Dabney is a machine learning researcher known for his influential work in deep reinforcement learning, including co-developing the Rainbow DQN algorithm.
  • A. Fred C. Dobbs
    Fred C. Dobbs is the desperate, increasingly paranoid prospector at the center of the 1948 film "The Treasure of the Sierra Madre."
  • B. Boyd Tinsley
    Boyd Tinsley is an American violinist and composer best known as a longtime member of the Dave Matthews Band.
  • C. William Dandridge
    William Dandridge was a member of the prominent colonial Virginia Dandridge family, known primarily as a relative of Martha Washington through his mother, Frances Jones Dandridge.
  • D. Paul Satterfield
    Paul Satterfield is a film professional known for his work as a sequence director on classic animated features such as Disney’s 1942 film "Bambi."
  • E. Edward Burleson
    Edward Burleson was a prominent Texian military and political leader of the Texas Revolution who later served as vice president of the Republic of Texas.
  • 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_69cef2fa85ac8190adb7ddeb672bc550 completed April 2, 2026, 10:51 p.m.
NEDg Description generation batch_69cef4cbc0788190bf95aa8058a8d895 completed April 2, 2026, 10:59 p.m.
NED2 Entity disambiguation (via description) batch_69cef830e4e48190bf337a526cc82119 completed April 2, 2026, 11:13 p.m.
Created at: March 30, 2026, 6:12 p.m.