Triple
T4276028
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ESP32 microcontrollers |
E97048
|
entity |
| Predicate | hasDevelopmentBoard |
P55131
|
FINISHED |
| Object |
ESP32-DevKitC
ESP32-DevKitC is a compact, official Espressif development board designed to prototype and evaluate ESP32 Wi‑Fi and Bluetooth microcontroller applications.
|
E428625
|
NE FINISHED |
How this triple was built (5 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: ESP32-DevKitC | Statement: [ESP32 microcontrollers, hasDevelopmentBoard, ESP32-DevKitC]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: ESP32-DevKitC Context triple: [ESP32 microcontrollers, hasDevelopmentBoard, ESP32-DevKitC]
-
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.
Raspberry Pi Pico
Raspberry Pi Pico is a low-cost, microcontroller-based development board from the Raspberry Pi Foundation built around the RP2040 chip for embedded and hobbyist projects.
-
C.
ESP8266 microcontrollers
ESP8266 microcontrollers are low-cost Wi-Fi-enabled microcontroller chips widely used in IoT projects and hobbyist electronics for adding wireless connectivity to embedded systems.
-
D.
Arduino core for ESP32
Arduino core for ESP32 is a software framework that enables programming ESP32 microcontrollers using the Arduino IDE and Arduino-style APIs.
-
E.
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.
- 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: ESP32-DevKitC Triple: [ESP32 microcontrollers, hasDevelopmentBoard, ESP32-DevKitC]
Generated description
ESP32-DevKitC is a compact, official Espressif development board designed to prototype and evaluate ESP32 Wi‑Fi and Bluetooth microcontroller applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: ESP32-DevKitC Target entity description: ESP32-DevKitC is a compact, official Espressif development board designed to prototype and evaluate ESP32 Wi‑Fi and Bluetooth microcontroller applications.
-
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.
Raspberry Pi Pico
Raspberry Pi Pico is a low-cost, microcontroller-based development board from the Raspberry Pi Foundation built around the RP2040 chip for embedded and hobbyist projects.
-
C.
ESP8266 microcontrollers
ESP8266 microcontrollers are low-cost Wi-Fi-enabled microcontroller chips widely used in IoT projects and hobbyist electronics for adding wireless connectivity to embedded systems.
-
D.
Arduino core for ESP32
Arduino core for ESP32 is a software framework that enables programming ESP32 microcontrollers using the Arduino IDE and Arduino-style APIs.
-
E.
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.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasDevelopmentBoard Context triple: [ESP32 microcontrollers, hasDevelopmentBoard, ESP32-DevKitC]
-
A.
hasMicrocontroller
Indicates that an entity contains, includes, or is equipped with a microcontroller as one of its components.
-
B.
hasDevelopmentSystem
Indicates that one entity possesses, uses, or is associated with a particular system, platform, or environment used for development activities.
-
C.
hasDevelopmentType
Indicates the type or category of development associated with an entity, such as the nature, form, or stage of its development.
-
D.
hasMicrocontrollerCore
Indicates that one entity incorporates or contains a microcontroller core as part of its internal components or architecture.
-
E.
hasOnboardLED
Indicates that an entity includes an LED that is physically integrated into its hardware.
- F. None of above. chosen
Provenance (7 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_69b5c7237b608190ab5aca56027344c4 |
completed | March 14, 2026, 8:37 p.m. |
| NEDg | Description generation | batch_69b5c7bd187c8190b79894c864ea5b19 |
completed | March 14, 2026, 8:40 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5c88035dc8190beacf43974a29c78 |
completed | March 14, 2026, 8:43 p.m. |
| PD | Predicate disambiguation | batch_69b347faa45481908c19c29fb906dc92 |
completed | March 12, 2026, 11:10 p.m. |
| PDg | Predicate description generation | batch_69b34e0606488190baadf469a1afc3c2 |
completed | March 12, 2026, 11:36 p.m. |
Created at: March 12, 2026, 11:07 p.m.