Triple

T8482978
Position Surface form Disambiguated ID Type / Status
Subject Rainbow DQN E200562 entity
Predicate proposedBy P32 FINISHED
Object Mohammad Azar
Mohammad Azar is a machine learning researcher known for co-authoring the influential Rainbow DQN algorithm in deep reinforcement learning.
E740472 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: Mohammad Azar | Statement: [Rainbow DQN, proposedBy, Mohammad Azar]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mohammad Azar
Context triple: [Rainbow DQN, proposedBy, Mohammad Azar]
  • A. Sher Mohammad Karimi
    Sher Mohammad Karimi is a senior Afghan military leader who served as Chief of General Staff of the Afghan National Army and played a key role in the country’s post-2001 security forces.
  • B. Mohammad Mohaqiq
    Mohammad Mohaqiq is an Afghan Hazara political leader and former mujahideen commander who has played a prominent role in Afghanistan’s post-Taliban politics.
  • C. Rasoul Azadani
    Rasoul Azadani is a film cinematographer best known for his work on Disney’s animated feature "Tangled."
  • D. Khalilullah
    Khalilullah is an honorific title meaning "Friend of God," traditionally associated with the prophet Ibrahim (Abraham) in Islamic tradition.
  • E. Azam Khan
    Azam Khan is an Indian politician and founding member of the Samajwadi Party, known for his long tenure as a legislator from Uttar Pradesh and his influential role in state politics.
  • 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: Mohammad Azar
Triple: [Rainbow DQN, proposedBy, Mohammad Azar]
Generated description
Mohammad Azar is a machine learning researcher known for co-authoring the influential Rainbow DQN algorithm in deep reinforcement learning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mohammad Azar
Target entity description: Mohammad Azar is a machine learning researcher known for co-authoring the influential Rainbow DQN algorithm in deep reinforcement learning.
  • A. Sher Mohammad Karimi
    Sher Mohammad Karimi is a senior Afghan military leader who served as Chief of General Staff of the Afghan National Army and played a key role in the country’s post-2001 security forces.
  • B. Mohammad Mohaqiq
    Mohammad Mohaqiq is an Afghan Hazara political leader and former mujahideen commander who has played a prominent role in Afghanistan’s post-Taliban politics.
  • C. Rasoul Azadani
    Rasoul Azadani is a film cinematographer best known for his work on Disney’s animated feature "Tangled."
  • D. Khalilullah
    Khalilullah is an honorific title meaning "Friend of God," traditionally associated with the prophet Ibrahim (Abraham) in Islamic tradition.
  • E. Azam Khan
    Azam Khan is an Indian politician and founding member of the Samajwadi Party, known for his long tenure as a legislator from Uttar Pradesh and his influential role in state politics.
  • 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_69ce6d0a3abc8190a6fde29e728f15fe completed April 2, 2026, 1:20 p.m.
NEDg Description generation batch_69ce6e66c5e48190badcc5e075892006 completed April 2, 2026, 1:25 p.m.
NED2 Entity disambiguation (via description) batch_69ce6f0cc434819089e78d24dfee5361 completed April 2, 2026, 1:28 p.m.
Created at: March 30, 2026, 6:12 p.m.