Triple
T14961899
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Spartan-IV program |
E373082
|
entity |
| Predicate | appearsIn |
P795
|
FINISHED |
| Object |
Halo: Spartan Ops
Halo: Spartan Ops is an episodic cooperative campaign mode in Halo 4 that follows a new team of Spartan-IV supersoldiers in story-driven missions released post-launch.
|
E1141399
|
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: Halo: Spartan Ops | Statement: [Spartan-IV program, appearsIn, Halo: Spartan Ops]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Halo: Spartan Ops Context triple: [Spartan-IV program, appearsIn, Halo: Spartan Ops]
-
A.
Halo: Fireteam Raven
Halo: Fireteam Raven is an arcade-style cooperative shooter set in the Halo universe, following an elite ODST squad fighting alongside Master Chief during the events of the original game.
-
B.
Halo: Spartan Assault
Halo: Spartan Assault is a top-down, twin-stick shooter set in the Halo universe that explores Spartan Ops missions between Halo 3 and Halo 4.
-
C.
Halo: Nightfall
Halo: Nightfall is a live-action digital miniseries set in the Halo video game universe, produced by Ridley Scott and serving as a narrative bridge between Halo 4 and Halo 5: Guardians.
-
D.
Halo 5: Guardians
Halo 5: Guardians is a sci-fi first-person shooter for Xbox One that continues the Halo saga with dual protagonists, cooperative-focused campaign design, and expanded competitive multiplayer modes.
-
E.
Halo: The Master Chief Collection
Halo: The Master Chief Collection is a remastered anthology of core Halo first-person shooter titles, bundling multiple campaigns and multiplayer modes into a single, updated package.
- 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: Halo: Spartan Ops Triple: [Spartan-IV program, appearsIn, Halo: Spartan Ops]
Generated description
Halo: Spartan Ops is an episodic cooperative campaign mode in Halo 4 that follows a new team of Spartan-IV supersoldiers in story-driven missions released post-launch.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Halo: Spartan Ops Target entity description: Halo: Spartan Ops is an episodic cooperative campaign mode in Halo 4 that follows a new team of Spartan-IV supersoldiers in story-driven missions released post-launch.
-
A.
Halo: Fireteam Raven
Halo: Fireteam Raven is an arcade-style cooperative shooter set in the Halo universe, following an elite ODST squad fighting alongside Master Chief during the events of the original game.
-
B.
Halo: Spartan Assault
Halo: Spartan Assault is a top-down, twin-stick shooter set in the Halo universe that explores Spartan Ops missions between Halo 3 and Halo 4.
-
C.
Halo: Nightfall
Halo: Nightfall is a live-action digital miniseries set in the Halo video game universe, produced by Ridley Scott and serving as a narrative bridge between Halo 4 and Halo 5: Guardians.
-
D.
Halo 5: Guardians
Halo 5: Guardians is a sci-fi first-person shooter for Xbox One that continues the Halo saga with dual protagonists, cooperative-focused campaign design, and expanded competitive multiplayer modes.
-
E.
Halo: The Master Chief Collection
Halo: The Master Chief Collection is a remastered anthology of core Halo first-person shooter titles, bundling multiple campaigns and multiplayer modes into a single, updated package.
- 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_69d85cca979481908747d2a81eba1cea |
completed | April 10, 2026, 2:13 a.m. |
| NER | Named-entity recognition | batch_69ded6cece6881908cd8c8fe41583bee |
completed | April 15, 2026, 12:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fec8741c048190b549782f49969f6a |
completed | May 9, 2026, 5:39 a.m. |
| NEDg | Description generation | batch_69fec9d32f388190aef036dde9cdda42 |
completed | May 9, 2026, 5:44 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69feca4a9db08190a083b5f0d9ec091b |
completed | May 9, 2026, 5:46 a.m. |
Created at: April 10, 2026, 2:40 a.m.