Triple

T4276023
Position Surface form Disambiguated ID Type / Status
Subject ESP32 microcontrollers E97048 entity
Predicate supportedBy P67 FINISHED
Object ESP-IDF
ESP-IDF is Espressif’s official open-source development framework for building applications on ESP32-series Wi-Fi and Bluetooth microcontrollers.
E426598 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: ESP-IDF | Statement: [ESP32 microcontrollers, supportedBy, ESP-IDF]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ESP-IDF
Context triple: [ESP32 microcontrollers, supportedBy, ESP-IDF]
  • 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. FreeRTOS
    FreeRTOS is a popular open-source real-time operating system kernel designed for embedded devices and microcontrollers, widely used in resource-constrained and IoT applications.
  • C. Zephyr RTOS
    Zephyr RTOS is a small, scalable, open-source real-time operating system designed for resource-constrained embedded and IoT devices, supporting multiple hardware architectures and safety-critical applications.
  • D. RT-Thread
    RT-Thread is an open-source real-time operating system (RTOS) designed for embedded and IoT devices, known for its modular architecture and support for multiple processor architectures including RISC-V.
  • E. SDKPiL
    SDKPiL was a Marxist socialist political party active in the late 19th and early 20th centuries in the territories of the former Polish–Lithuanian Commonwealth, advocating internationalist socialism and workers’ rights.
  • 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: ESP-IDF
Triple: [ESP32 microcontrollers, supportedBy, ESP-IDF]
Generated description
ESP-IDF is Espressif’s official open-source development framework for building applications on ESP32-series Wi-Fi and Bluetooth microcontrollers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ESP-IDF
Target entity description: ESP-IDF is Espressif’s official open-source development framework for building applications on ESP32-series Wi-Fi and Bluetooth microcontrollers.
  • 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. FreeRTOS
    FreeRTOS is a popular open-source real-time operating system kernel designed for embedded devices and microcontrollers, widely used in resource-constrained and IoT applications.
  • C. Zephyr RTOS
    Zephyr RTOS is a small, scalable, open-source real-time operating system designed for resource-constrained embedded and IoT devices, supporting multiple hardware architectures and safety-critical applications.
  • D. RT-Thread
    RT-Thread is an open-source real-time operating system (RTOS) designed for embedded and IoT devices, known for its modular architecture and support for multiple processor architectures including RISC-V.
  • E. SDKPiL
    SDKPiL was a Marxist socialist political party active in the late 19th and early 20th centuries in the territories of the former Polish–Lithuanian Commonwealth, advocating internationalist socialism and workers’ rights.
  • F. None of above. chosen

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.