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.