Triple
T10293342
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Need for Speed |
E241418
|
entity |
| Predicate | developer |
P73
|
FINISHED |
| Object |
Slightly Mad Studios
Slightly Mad Studios is a British video game developer best known for its work on racing titles such as the Project CARS series and entries in the Need for Speed franchise.
|
E855864
|
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: Slightly Mad Studios | Statement: [Need for Speed, developer, Slightly Mad Studios]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Slightly Mad Studios Context triple: [Need for Speed, developer, Slightly Mad Studios]
-
A.
Avalon Studios
Avalon Studios is a prominent New Zealand film and television production facility known for its soundstages and post-production services.
-
B.
Mushroom Studios
Mushroom Studios is a renowned Canadian recording studio in Vancouver known for hosting sessions by numerous influential rock and alternative artists.
-
C.
Lionhead Studios
Lionhead Studios was a British video game developer best known for creating the Fable series and for its innovative, often experimental game designs under founder Peter Molyneux.
-
D.
Nitrogen Studios
Nitrogen Studios is a Canadian animation studio known for producing computer-animated films and television content, including work on the 2019 animated adaptation of The Addams Family.
-
E.
Swordfish Studios
Swordfish Studios was a British video game development company known for creating titles such as World Championship Rugby and 50 Cent: Blood on the Sand.
- 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: Slightly Mad Studios Triple: [Need for Speed, developer, Slightly Mad Studios]
Generated description
Slightly Mad Studios is a British video game developer best known for its work on racing titles such as the Project CARS series and entries in the Need for Speed franchise.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Slightly Mad Studios Target entity description: Slightly Mad Studios is a British video game developer best known for its work on racing titles such as the Project CARS series and entries in the Need for Speed franchise.
-
A.
Avalon Studios
Avalon Studios is a prominent New Zealand film and television production facility known for its soundstages and post-production services.
-
B.
Mushroom Studios
Mushroom Studios is a renowned Canadian recording studio in Vancouver known for hosting sessions by numerous influential rock and alternative artists.
-
C.
Lionhead Studios
Lionhead Studios was a British video game developer best known for creating the Fable series and for its innovative, often experimental game designs under founder Peter Molyneux.
-
D.
Nitrogen Studios
Nitrogen Studios is a Canadian animation studio known for producing computer-animated films and television content, including work on the 2019 animated adaptation of The Addams Family.
-
E.
Swordfish Studios
Swordfish Studios was a British video game development company known for creating titles such as World Championship Rugby and 50 Cent: Blood on the Sand.
- 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_69d381aaafc08190af475ef58dc16aba |
completed | April 6, 2026, 9:49 a.m. |
| NER | Named-entity recognition | batch_69d4d2d46fb08190b7694290692e47dc |
completed | April 7, 2026, 9:48 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d71d1c180481909ca9983e14cbb931 |
completed | April 9, 2026, 3:29 a.m. |
| NEDg | Description generation | batch_69d73182d7548190ac15093aa7001db7 |
completed | April 9, 2026, 4:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d7336c06308190ac72154134a26842 |
completed | April 9, 2026, 5:04 a.m. |
Created at: April 6, 2026, 11:42 a.m.