Triple
T4470200
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Prioritized Experience Replay DQN |
E98475
|
entity |
| Predicate | proposedBy |
P32
|
FINISHED |
| Object | Tom Schaul |
E512320
|
NE FINISHED |
How this triple was built (2 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: Tom Schaul | Statement: [Prioritized Experience Replay DQN, proposedBy, Tom Schaul]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Tom Schaul Context triple: [Prioritized Experience Replay DQN, proposedBy, Tom Schaul]
-
A.
Tom Schaul
chosen
Tom Schaul is a machine learning researcher known for his contributions to deep reinforcement learning, including co-developing the Dueling DQN architecture.
-
B.
Fred Schuler
Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
-
C.
John Schehr
John Schehr was a German communist politician and anti-fascist resistance figure who briefly led the Communist Party of Germany before being killed by the Nazis in 1934.
-
D.
Alan "Dutch" Schaefer
Alan "Dutch" Schaefer is the battle-hardened special forces major portrayed by Arnold Schwarzenegger who leads the elite commando team in the 1987 sci-fi action film "Predator."
-
E.
Stan Salfas
Stan Salfas is a film editor known for his work on major feature films, including the science fiction sequel "Dawn of the Planet of the Apes."
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69bf2196e8e88190b8da71ecfb07dfc8 |
completed | March 21, 2026, 10:54 p.m. |
Created at: March 12, 2026, 11:34 p.m.