Triple

T17517480
Position Surface form Disambiguated ID Type / Status
Subject ESP8266 E426602 entity
Predicate isProgrammableWith P31541 FINISHED
Object Arduino core for ESP8266
Arduino core for ESP8266 is a software framework that enables developers to program ESP8266 Wi-Fi microcontrollers using the Arduino IDE, libraries, and simplified C/C++ APIs.
E1273161 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: Arduino core for ESP8266 | Statement: [ESP8266, isProgrammableWith, Arduino core for ESP8266]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Arduino core for ESP8266
Context triple: [ESP8266, isProgrammableWith, Arduino core for ESP8266]
  • A. 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.
  • B. 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.
  • C. Arduino core for SAMD
    Arduino core for SAMD is a software framework that enables programming and running Arduino sketches on SAMD-series ARM Cortex-M0+ microcontrollers, providing standard Arduino APIs and board support.
  • D. 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.
  • E. ESP32-DevKitC
    ESP32-DevKitC is a compact, official Espressif development board designed to prototype and evaluate ESP32 Wi‑Fi and Bluetooth microcontroller applications.
  • 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: Arduino core for ESP8266
Triple: [ESP8266, isProgrammableWith, Arduino core for ESP8266]
Generated description
Arduino core for ESP8266 is a software framework that enables developers to program ESP8266 Wi-Fi microcontrollers using the Arduino IDE, libraries, and simplified C/C++ APIs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Arduino core for ESP8266
Target entity description: Arduino core for ESP8266 is a software framework that enables developers to program ESP8266 Wi-Fi microcontrollers using the Arduino IDE, libraries, and simplified C/C++ APIs.
  • A. 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.
  • B. 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.
  • C. Arduino core for SAMD
    Arduino core for SAMD is a software framework that enables programming and running Arduino sketches on SAMD-series ARM Cortex-M0+ microcontrollers, providing standard Arduino APIs and board support.
  • D. 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.
  • E. ESP32-DevKitC
    ESP32-DevKitC is a compact, official Espressif development board designed to prototype and evaluate ESP32 Wi‑Fi and Bluetooth microcontroller applications.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: isProgrammableWith
Context triple: [ESP8266, isProgrammableWith, Arduino core for ESP8266]
  • A. programmedVia chosen
    Indicates that one entity is created, configured, or made to operate through the use of another entity as its programming method, tool, or medium.
  • B. programmability
    Indicates that an entity can be configured, controlled, or modified through programming or code to change its behavior or functions.
  • C. hasMicrocontroller
    Indicates that an entity contains, includes, or is equipped with a microcontroller as one of its components.
  • D. hasDevelopmentBoard
    Indicates that an entity is associated with, or supported by, a specific development board used for building or testing hardware or software.
  • E. isCapableOf
    Indicates that an entity has the ability or capacity to perform a particular action or function.
  • F. None of above.

Provenance (6 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_69d889dd9164819087b1dc3c9240c870 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e452615a8481909974e9855ea7a8e4 completed April 19, 2026, 3:56 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01c9408a188190b03fd6c83b743995 completed May 11, 2026, 12:19 p.m.
NEDg Description generation batch_6a01caa08fd08190bafa8e8acce9b0a5 completed May 11, 2026, 12:25 p.m.
NED2 Entity disambiguation (via description) batch_6a01cafa20a8819084aaa2f6d28e918d completed May 11, 2026, 12:26 p.m.
PD Predicate disambiguation batch_69e3b4f5fbcc8190a6ea9639bf5650da completed April 18, 2026, 4:44 p.m.
Created at: April 10, 2026, 5:49 a.m.