Triple
T13070015
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | BMW 4 Series (F32/F33/F36) |
E329430
|
entity |
| Predicate | performanceVariant |
P4680
|
FINISHED |
| Object |
BMW M4 (F82/F83)
The BMW M4 (F82/F83) is a high-performance sports coupe and convertible developed by BMW's M division, known for its powerful turbocharged engine, rear-wheel-drive dynamics, and track-focused engineering.
|
E1020411
|
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: BMW M4 (F82/F83) | Statement: [BMW 4 Series (F32/F33/F36), performanceVariant, BMW M4 (F82/F83)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: BMW M4 (F82/F83) Context triple: [BMW 4 Series (F32/F33/F36), performanceVariant, BMW M4 (F82/F83)]
-
A.
BMW 4 Series
The BMW 4 Series is a line of compact executive coupés and convertibles known for its sporty performance, premium features, and distinctive styling within BMW’s lineup.
-
B.
BMW M2
The BMW M2 is a high-performance compact sports coupe from BMW’s M division, known for its powerful engines, rear-wheel-drive dynamics, and track-focused handling.
-
C.
BMW M5
The BMW M5 is a high-performance, luxury sports sedan produced by BMW's M division, renowned for combining powerful engines with refined handling and premium comfort.
-
D.
BMW 2 Series Gran Coupe
The BMW 2 Series Gran Coupe is a compact luxury four-door coupe that combines sporty performance with upscale features and styling in BMW’s entry-level lineup.
-
E.
BMW M Performance (for i4 M50)
BMW M Performance (for i4 M50) is a range of factory-developed sporty styling and performance-enhancing parts tailored specifically for the BMW i4 M50 electric Gran Coupé.
- 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: BMW M4 (F82/F83) Triple: [BMW 4 Series (F32/F33/F36), performanceVariant, BMW M4 (F82/F83)]
Generated description
The BMW M4 (F82/F83) is a high-performance sports coupe and convertible developed by BMW's M division, known for its powerful turbocharged engine, rear-wheel-drive dynamics, and track-focused engineering.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: BMW M4 (F82/F83) Target entity description: The BMW M4 (F82/F83) is a high-performance sports coupe and convertible developed by BMW's M division, known for its powerful turbocharged engine, rear-wheel-drive dynamics, and track-focused engineering.
-
A.
BMW 4 Series
The BMW 4 Series is a line of compact executive coupés and convertibles known for its sporty performance, premium features, and distinctive styling within BMW’s lineup.
-
B.
BMW M2
The BMW M2 is a high-performance compact sports coupe from BMW’s M division, known for its powerful engines, rear-wheel-drive dynamics, and track-focused handling.
-
C.
BMW M5
The BMW M5 is a high-performance, luxury sports sedan produced by BMW's M division, renowned for combining powerful engines with refined handling and premium comfort.
-
D.
BMW 2 Series Gran Coupe
The BMW 2 Series Gran Coupe is a compact luxury four-door coupe that combines sporty performance with upscale features and styling in BMW’s entry-level lineup.
-
E.
BMW M Performance (for i4 M50)
BMW M Performance (for i4 M50) is a range of factory-developed sporty styling and performance-enhancing parts tailored specifically for the BMW i4 M50 electric Gran Coupé.
- 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_69d80771749c81909a6d9197b9504872 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69d980ee6130819095d835e7ff6a8c5b |
completed | April 10, 2026, 10:59 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6d60510dc81909e0cba8b63a50d9c |
completed | May 3, 2026, 4:58 a.m. |
| NEDg | Description generation | batch_69f6dbb4b8848190825102be81ff693a |
completed | May 3, 2026, 5:23 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6dc705f28819087e5d374f83d3acc |
completed | May 3, 2026, 5:26 a.m. |
Created at: April 9, 2026, 9 p.m.