Triple
T17693743
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Actor-Critic using Kronecker-Factored Trust Region |
E441103
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | A2C |
—
|
NE NERFINISHED |
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: A2C | Statement: [Actor-Critic using Kronecker-Factored Trust Region, relatedTo, A2C]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: A2C Context triple: [Actor-Critic using Kronecker-Factored Trust Region, relatedTo, A2C]
-
A.
A2C
chosen
A2C (Advantage Actor-Critic) is a popular synchronous policy gradient reinforcement learning algorithm that combines value-based and policy-based methods to improve training stability and efficiency.
-
B.
A3C
A3C (Asynchronous Advantage Actor-Critic) is a reinforcement learning algorithm that trains multiple parallel agents to learn policies and value functions efficiently using asynchronous gradient updates.
-
C.
A-2
The A-2 is a major Spanish motorway that connects Madrid with northeastern regions such as Zaragoza and Barcelona, forming part of the country’s primary eastward transport corridor.
-
D.
A22
A22 is a major Portuguese motorway, commonly known as Via do Infante, that runs across the Algarve region in southern Portugal.
-
E.
A20
A20 is a major Australian highway route designation used for the Sturt Highway, an important east–west transport corridor.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69d8b9e940b081908b862bb0e6e89b0d |
completed | April 10, 2026, 8:50 a.m. |
| NER | Named-entity recognition | batch_69e4715485d88190b9b6f347ff85d7c7 |
completed | April 19, 2026, 6:08 a.m. |
Created at: April 10, 2026, 10:04 a.m.