Triple
T18300689
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Tianshou |
E438349
|
entity |
| Predicate | supportsAlgorithm |
P203
|
FINISHED |
| Object | PPO |
—
|
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: PPO | Statement: [Tianshou, supportsAlgorithm, PPO]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PPO Context triple: [Tianshou, supportsAlgorithm, PPO]
-
A.
PPO
chosen
PPO (Proximal Policy Optimization) is a popular reinforcement learning algorithm known for its stability and sample efficiency in training complex policies, especially in continuous control and high-dimensional environments.
-
B.
PPO2
PPO2 is an improved variant of the Proximal Policy Optimization reinforcement learning algorithm, designed for stable and efficient policy gradient training in continuous and discrete control tasks.
-
C.
TRPO
TRPO (Trust Region Policy Optimization) is a reinforcement learning algorithm that optimizes policies with guaranteed monotonic improvement by constraining each update within a trust region to maintain stability.
-
D.
PPFS
PPFS is a multistakeholder APEC forum that coordinates regional policies and cooperation to enhance food security and sustainable agricultural development across member economies.
-
E.
PoP
PoP is the commonly used abbreviation for the Pride of Performance, a prestigious civil award bestowed by the Government of Pakistan for outstanding achievements in various fields.
- 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_69d8b915e3e881909125d760c15d0c29 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e5017f63dc819083a675d570620f2f |
completed | April 19, 2026, 4:23 p.m. |
Created at: April 10, 2026, 10:35 a.m.