Triple
T4276033
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ESP32 microcontrollers |
E97048
|
entity |
| Predicate | hasDevelopmentBoard |
P55131
|
FINISHED |
| Object |
Wemos LOLIN32
Wemos LOLIN32 is a compact development board built around the ESP32 chip, offering Wi-Fi and Bluetooth connectivity for prototyping IoT and embedded applications.
|
E97048
|
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: Wemos LOLIN32 | Statement: [ESP32 microcontrollers, hasDevelopmentBoard, Wemos LOLIN32]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Wemos LOLIN32 Context triple: [ESP32 microcontrollers, hasDevelopmentBoard, Wemos LOLIN32]
-
A.
ESP32 microcontrollers
ESP32 microcontrollers are low-cost, low-power Wi-Fi and Bluetooth-enabled system-on-chips from Espressif, widely used for IoT, embedded, and hobbyist electronics projects.
-
B.
Calliope mini
Calliope mini is a small educational microcontroller board designed to teach children and beginners programming and electronics through interactive projects.
-
C.
Adafruit Circuit Playground Express
Adafruit Circuit Playground Express is an educational, all-in-one microcontroller board with built-in sensors, LEDs, and buttons designed to teach coding and electronics to beginners and students.
-
D.
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.
-
E.
pyboard
The pyboard is a compact microcontroller development board designed to run MicroPython for easy embedded systems programming.
- 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: Wemos LOLIN32 Triple: [ESP32 microcontrollers, hasDevelopmentBoard, Wemos LOLIN32]
Generated description
Wemos LOLIN32 is a compact development board built around the ESP32 chip, offering Wi-Fi and Bluetooth connectivity for prototyping IoT and embedded applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Wemos LOLIN32 Target entity description: Wemos LOLIN32 is a compact development board built around the ESP32 chip, offering Wi-Fi and Bluetooth connectivity for prototyping IoT and embedded applications.
-
A.
ESP32 microcontrollers
chosen
ESP32 microcontrollers are low-cost, low-power Wi-Fi and Bluetooth-enabled system-on-chips from Espressif, widely used for IoT, embedded, and hobbyist electronics projects.
-
B.
Calliope mini
Calliope mini is a small educational microcontroller board designed to teach children and beginners programming and electronics through interactive projects.
-
C.
Adafruit Circuit Playground Express
Adafruit Circuit Playground Express is an educational, all-in-one microcontroller board with built-in sensors, LEDs, and buttons designed to teach coding and electronics to beginners and students.
-
D.
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.
-
E.
pyboard
The pyboard is a compact microcontroller development board designed to run MicroPython for easy embedded systems programming.
- 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_69b34544be3c819084d1ab82d29f90c5 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3501d677481909e7416a1d2b0008c |
completed | March 12, 2026, 11:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5b7b3b52c8190ae7c05448faf5558 |
completed | March 14, 2026, 7:32 p.m. |
| NEDg | Description generation | batch_69b5b95083088190b0c993fa2fbc954c |
completed | March 14, 2026, 7:38 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5b9b8afcc8190822cfd560d064590 |
completed | March 14, 2026, 7:40 p.m. |
Created at: March 12, 2026, 11:07 p.m.