Triple
T16253992
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Remnant: From the Ashes |
E394582
|
entity |
| Predicate | developer |
P73
|
FINISHED |
| Object |
Gunfire Games
Gunfire Games is an American video game development studio best known for creating the action role-playing game Remnant: From the Ashes and contributing to the Darksiders series.
|
E1203035
|
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: Gunfire Games | Statement: [Remnant: From the Ashes, developer, Gunfire Games]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Gunfire Games Context triple: [Remnant: From the Ashes, developer, Gunfire Games]
-
A.
Respawn Entertainment
Respawn Entertainment is an American video game development studio best known for creating the Titanfall series, Apex Legends, and Star Wars Jedi action-adventure games.
-
B.
Psyonix
Psyonix is a video game development studio best known for creating the popular vehicular soccer game Rocket League.
-
C.
Gearbox Software
Gearbox Software is an American video game development studio best known for creating the Borderlands franchise and working on popular first-person shooters.
-
D.
Sledgehammer Games
Sledgehammer Games is an American video game development studio best known for co-developing several titles in the Call of Duty franchise.
-
E.
Ensemble Studios
Ensemble Studios was an American video game development company best known for creating the influential real-time strategy franchise Age of Empires.
- 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: Gunfire Games Triple: [Remnant: From the Ashes, developer, Gunfire Games]
Generated description
Gunfire Games is an American video game development studio best known for creating the action role-playing game Remnant: From the Ashes and contributing to the Darksiders series.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Gunfire Games Target entity description: Gunfire Games is an American video game development studio best known for creating the action role-playing game Remnant: From the Ashes and contributing to the Darksiders series.
-
A.
Respawn Entertainment
Respawn Entertainment is an American video game development studio best known for creating the Titanfall series, Apex Legends, and Star Wars Jedi action-adventure games.
-
B.
Psyonix
Psyonix is a video game development studio best known for creating the popular vehicular soccer game Rocket League.
-
C.
Gearbox Software
Gearbox Software is an American video game development studio best known for creating the Borderlands franchise and working on popular first-person shooters.
-
D.
Sledgehammer Games
Sledgehammer Games is an American video game development studio best known for co-developing several titles in the Call of Duty franchise.
-
E.
Ensemble Studios
Ensemble Studios was an American video game development company best known for creating the influential real-time strategy franchise Age of Empires.
- 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_69d87f2171208190951025e526947816 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e24598c9488190a92df7d8b1824724 |
completed | April 17, 2026, 2:37 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a000ee788f88190b16d267f1eee6d62 |
completed | May 10, 2026, 4:51 a.m. |
| NEDg | Description generation | batch_6a00113900c88190bf7f56ca4b16a84c |
completed | May 10, 2026, 5:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0011d98f708190805c84d63ed79aaa |
completed | May 10, 2026, 5:04 a.m. |
Created at: April 10, 2026, 5:04 a.m.