Triple
T3137392
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | BMW 4 Series |
E65565
|
entity |
| Predicate | performanceVariant |
P4680
|
FINISHED |
| Object |
BMW M4
The BMW M4 is a high-performance sports coupe (and convertible) developed by BMW’s M division, known for its powerful engines, sharp handling, and track-focused engineering.
|
E65565
|
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 | Statement: [BMW 4 Series, performanceVariant, BMW M4]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: BMW M4 Context triple: [BMW 4 Series, performanceVariant, BMW M4]
-
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 Z4
The BMW Z4 is a compact luxury two-seat roadster known for its sporty performance, rear-wheel-drive dynamics, and distinctive styling.
-
C.
BMW i4
The BMW i4 is an all-electric compact executive sedan that combines BMW’s performance-oriented driving dynamics with zero-emission powertrains and modern, tech-focused interiors.
-
D.
BMW 1 Series
The BMW 1 Series is a compact premium car line from BMW, known for its sporty driving dynamics and position as an entry-level model in the brand’s lineup.
-
E.
GR Sport
GR Sport is a performance-oriented trim and styling line used by Toyota’s Gazoo Racing division across various models to enhance their sporty character and driving dynamics.
- 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 Triple: [BMW 4 Series, performanceVariant, BMW M4]
Generated description
The BMW M4 is a high-performance sports coupe (and convertible) developed by BMW’s M division, known for its powerful engines, sharp handling, and track-focused engineering.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: BMW M4 Target entity description: The BMW M4 is a high-performance sports coupe (and convertible) developed by BMW’s M division, known for its powerful engines, sharp handling, and track-focused engineering.
-
A.
BMW 4 Series
chosen
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 Z4
The BMW Z4 is a compact luxury two-seat roadster known for its sporty performance, rear-wheel-drive dynamics, and distinctive styling.
-
C.
BMW i4
The BMW i4 is an all-electric compact executive sedan that combines BMW’s performance-oriented driving dynamics with zero-emission powertrains and modern, tech-focused interiors.
-
D.
BMW 1 Series
The BMW 1 Series is a compact premium car line from BMW, known for its sporty driving dynamics and position as an entry-level model in the brand’s lineup.
-
E.
GR Sport
GR Sport is a performance-oriented trim and styling line used by Toyota’s Gazoo Racing division across various models to enhance their sporty character and driving dynamics.
- F. None of above.
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_69ad8581c25c8190b0d85ba9b9baa531 |
completed | March 8, 2026, 2:19 p.m. |
| NER | Named-entity recognition | batch_69ada574509c81908a88bb10ea35516d |
completed | March 8, 2026, 4:36 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b20f8a1a2081909081c36075d4ddbe |
completed | March 12, 2026, 12:57 a.m. |
| NEDg | Description generation | batch_69b2137b30508190a5a9a439d77ae3bb |
completed | March 12, 2026, 1:14 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b21413338c8190997d0f2f11f41008 |
completed | March 12, 2026, 1:17 a.m. |
Created at: March 8, 2026, 3:05 p.m.