Triple
T17022753
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | AVR microcontrollers |
E412985
|
entity |
| Predicate | toolchain |
P30270
|
FINISHED |
| Object | AVR-GCC |
E9098
|
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: AVR-GCC | Statement: [AVR microcontrollers, toolchain, AVR-GCC]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: AVR-GCC Context triple: [AVR microcontrollers, toolchain, AVR-GCC]
-
A.
ARM GCC
ARM GCC is the GNU Compiler Collection’s toolchain variant for compiling and building software targeting ARM-based microcontrollers and processors.
-
B.
AVR microcontrollers
AVR microcontrollers are a family of compact, low-power 8-bit and 32-bit microcontrollers from Atmel (now Microchip) widely used in embedded systems and hobbyist platforms like Arduino.
-
C.
Atmel Studio (legacy)
Atmel Studio (legacy) is an older integrated development environment from Atmel/Microchip used for developing, debugging, and programming AVR and ARM-based microcontrollers.
-
D.
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.
-
E.
GNU Compiler Collection
chosen
The GNU Compiler Collection (GCC) is a widely used, free and open-source compiler system that supports numerous programming languages and platforms, forming a core component of the GNU toolchain and much of the open-source software ecosystem.
- 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.