Triple
T17022754
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | AVR microcontrollers |
E412985
|
entity |
| Predicate | toolchain |
P30270
|
FINISHED |
| Object | Atmel Studio / Microchip Studio |
E745376
|
NE FINISHED |
How this triple was built (2 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: Atmel Studio / Microchip Studio | Statement: [AVR microcontrollers, toolchain, Atmel Studio / Microchip Studio]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Atmel Studio / Microchip Studio Context triple: [AVR microcontrollers, toolchain, Atmel Studio / Microchip Studio]
-
A.
Atmel Studio (legacy)
chosen
Atmel Studio (legacy) is an older integrated development environment from Atmel/Microchip used for developing, debugging, and programming AVR and ARM-based microcontrollers.
-
B.
Microchip MPLAB X
Microchip MPLAB X is an integrated development environment (IDE) from Microchip Technology used for developing, debugging, and programming applications for its microcontroller and microprocessor families.
-
C.
IAR Embedded Workbench
IAR Embedded Workbench is a commercial integrated development environment and compiler suite widely used for building, debugging, and optimizing embedded systems across numerous microcontroller architectures.
-
D.
Keil MDK
Keil MDK is a professional integrated development environment and toolchain for ARM-based microcontrollers, widely used for embedded systems development.
-
E.
Microchip ATSAMD21
Microchip ATSAMD21 is a low-power 32-bit ARM Cortex-M0+ microcontroller widely used in maker and embedded applications for its integrated peripherals and ease of use.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d886cc4170819093deddc7b8b4b6a7 |
completed | April 10, 2026, 5:12 a.m. |
| NER | Named-entity recognition | batch_69e3d5d1d2e48190bbcba129247c6c2e |
completed | April 18, 2026, 7:04 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a011b514de481909c78c17a3014b468 |
completed | May 10, 2026, 11:57 p.m. |
Created at: April 10, 2026, 5:33 a.m.