Triple
T11794749
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Borderlands |
E280475
|
entity |
| Predicate | developer |
P73
|
FINISHED |
| Object |
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.
|
E947017
|
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: Gearbox Software | Statement: [Borderlands, developer, Gearbox Software]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Gearbox Software Context triple: [Borderlands, developer, Gearbox Software]
-
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.
Sledgehammer Games
Sledgehammer Games is an American video game development studio best known for co-developing several titles in the Call of Duty franchise.
-
C.
Beenox
Beenox is a Canadian video game development studio best known for its work on the Call of Duty series and remastered titles like Crash Team Racing Nitro-Fueled.
-
D.
Supermassive Games
Supermassive Games is a British video game developer best known for its cinematic, choice-driven horror titles such as Until Dawn and The Dark Pictures Anthology.
-
E.
Guerrilla Games
Guerrilla Games is a Dutch video game developer best known for creating the Horizon and Killzone franchises.
- 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: Gearbox Software Triple: [Borderlands, developer, Gearbox Software]
Generated description
Gearbox Software is an American video game development studio best known for creating the Borderlands franchise and working on popular first-person shooters.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Gearbox Software Target entity description: Gearbox Software is an American video game development studio best known for creating the Borderlands franchise and working on popular first-person shooters.
-
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.
Sledgehammer Games
Sledgehammer Games is an American video game development studio best known for co-developing several titles in the Call of Duty franchise.
-
C.
Beenox
Beenox is a Canadian video game development studio best known for its work on the Call of Duty series and remastered titles like Crash Team Racing Nitro-Fueled.
-
D.
Supermassive Games
Supermassive Games is a British video game developer best known for its cinematic, choice-driven horror titles such as Until Dawn and The Dark Pictures Anthology.
-
E.
Guerrilla Games
Guerrilla Games is a Dutch video game developer best known for creating the Horizon and Killzone franchises.
- 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_69d6ab258b808190b1735835c841e3a4 |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d8a5a082d08190a42541396a06ed98 |
completed | April 10, 2026, 7:24 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f09115c66c8190b0a3e775bdf575c1 |
completed | April 28, 2026, 10:51 a.m. |
| NEDg | Description generation | batch_69f0bd40108c8190863a60cf01cc7201 |
completed | April 28, 2026, 1:59 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f0ef7e9f388190b33f6c16abadfde9 |
completed | April 28, 2026, 5:33 p.m. |
Created at: April 8, 2026, 9:42 p.m.