Triple
T4470201
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Prioritized Experience Replay DQN |
E98475
|
entity |
| Predicate | proposedBy |
P32
|
FINISHED |
| Object |
John Quan
John Quan is a researcher known for proposing the Prioritized Experience Replay variant of Deep Q-Networks in reinforcement learning.
|
E441102
|
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: John Quan | Statement: [Prioritized Experience Replay DQN, proposedBy, John Quan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: John Quan Context triple: [Prioritized Experience Replay DQN, proposedBy, John Quan]
-
A.
Michael Baca
Michael Baca is an American presidential elector known for his role in the landmark U.S. Supreme Court case Colorado Department of State v. Baca, which addressed whether states can penalize or replace “faithless electors” in the Electoral College.
-
B.
John Curtis Estes
John Curtis Estes is the birth name of John Holmes, a notorious American adult film actor who became one of the most famous pornographic performers of the 1970s and 1980s.
-
C.
Chub Feeney
Chub Feeney was a longtime Major League Baseball executive who served as president of the National League from 1970 to 1986.
-
D.
Red Miller
Red Miller was an American football coach best known for leading the Denver Broncos to their first Super Bowl appearance in the 1977 season.
-
E.
Mark Kilmer
Mark Kilmer is the brother of American actor Val Kilmer and a member of the Kilmer family, which has ties to the entertainment industry.
- 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: John Quan Triple: [Prioritized Experience Replay DQN, proposedBy, John Quan]
Generated description
John Quan is a researcher known for proposing the Prioritized Experience Replay variant of Deep Q-Networks in reinforcement learning.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: John Quan Target entity description: John Quan is a researcher known for proposing the Prioritized Experience Replay variant of Deep Q-Networks in reinforcement learning.
-
A.
Michael Baca
Michael Baca is an American presidential elector known for his role in the landmark U.S. Supreme Court case Colorado Department of State v. Baca, which addressed whether states can penalize or replace “faithless electors” in the Electoral College.
-
B.
John Curtis Estes
John Curtis Estes is the birth name of John Holmes, a notorious American adult film actor who became one of the most famous pornographic performers of the 1970s and 1980s.
-
C.
Chub Feeney
Chub Feeney was a longtime Major League Baseball executive who served as president of the National League from 1970 to 1986.
-
D.
Red Miller
Red Miller was an American football coach best known for leading the Denver Broncos to their first Super Bowl appearance in the 1977 season.
-
E.
Mark Kilmer
Mark Kilmer is the brother of American actor Val Kilmer and a member of the Kilmer family, which has ties to the entertainment industry.
- 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_69b3454b4ae481908967426dd37284d6 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b356b6a1f48190a39f5411648c40ff |
completed | March 13, 2026, 12:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b6286c75b08190bd683d300f6c97f0 |
completed | March 15, 2026, 3:33 a.m. |
| NEDg | Description generation | batch_69b6295627848190a7bb6b8943b0e3f1 |
completed | March 15, 2026, 3:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b629be765c81908c1f6ccfc75604d1 |
completed | March 15, 2026, 3:38 a.m. |
Created at: March 12, 2026, 11:34 p.m.