Triple
T4276015
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ESP32 microcontrollers |
E97048
|
entity |
| Predicate | hasVariant |
P455
|
FINISHED |
| Object |
ESP32-H2
ESP32-H2 is a low-power RISC-V-based microcontroller from Espressif that integrates IEEE 802.15.4 and Bluetooth Low Energy for IoT and Matter/Thread 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: ESP32-H2 | Statement: [ESP32 microcontrollers, hasVariant, ESP32-H2]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: ESP32-H2 Context triple: [ESP32 microcontrollers, hasVariant, ESP32-H2]
-
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.
Espressif Systems
Espressif Systems is a Chinese semiconductor company best known for designing low-cost, Wi‑Fi and Bluetooth-enabled microcontroller chips widely used in IoT and embedded 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: ESP32-H2 Triple: [ESP32 microcontrollers, hasVariant, ESP32-H2]
Generated description
ESP32-H2 is a low-power RISC-V-based microcontroller from Espressif that integrates IEEE 802.15.4 and Bluetooth Low Energy for IoT and Matter/Thread applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: ESP32-H2 Target entity description: ESP32-H2 is a low-power RISC-V-based microcontroller from Espressif that integrates IEEE 802.15.4 and Bluetooth Low Energy for IoT and Matter/Thread 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.
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.
Espressif Systems
Espressif Systems is a Chinese semiconductor company best known for designing low-cost, Wi‑Fi and Bluetooth-enabled microcontroller chips widely used in IoT and embedded applications.
- 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_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. |
Created at: March 12, 2026, 11:07 p.m.