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.