Triple
T2313728
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Harald Welte |
E51014
|
entity |
| Predicate | developerOf |
P13609
|
FINISHED |
| Object |
OsmocomBB
OsmocomBB is an open-source GSM baseband software project that replaces proprietary firmware on mobile phones to enable research, experimentation, and security analysis of cellular networks.
|
E259572
|
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: OsmocomBB | Statement: [Harald Welte, developerOf, OsmocomBB]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: OsmocomBB Context triple: [Harald Welte, developerOf, OsmocomBB]
-
A.
Osmocom project
The Osmocom project is an open-source initiative focused on developing and reverse-engineering mobile communication infrastructure and protocols, particularly for GSM and related cellular technologies.
-
B.
OpenBSC project
The OpenBSC project is an open-source implementation of a GSM base station controller and related network components, enabling researchers and enthusiasts to run and experiment with their own mobile networks.
-
C.
osmo-bts
osmo-bts is an open-source software implementation of a GSM base transceiver station, widely used in mobile network research, development, and testing.
-
D.
Openmoko GSM protocol stack
The Openmoko GSM protocol stack is an open-source implementation of the GSM mobile communication protocols, developed as part of the Openmoko project to enable fully open, hackable mobile phones.
-
E.
osmo-sgsn
osmo-sgsn is an open-source Serving GPRS Support Node implementation used in mobile networks, developed as part of the Osmocom project.
- 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: OsmocomBB Triple: [Harald Welte, developerOf, OsmocomBB]
Generated description
OsmocomBB is an open-source GSM baseband software project that replaces proprietary firmware on mobile phones to enable research, experimentation, and security analysis of cellular networks.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: OsmocomBB Target entity description: OsmocomBB is an open-source GSM baseband software project that replaces proprietary firmware on mobile phones to enable research, experimentation, and security analysis of cellular networks.
-
A.
Osmocom project
The Osmocom project is an open-source initiative focused on developing and reverse-engineering mobile communication infrastructure and protocols, particularly for GSM and related cellular technologies.
-
B.
OpenBSC project
The OpenBSC project is an open-source implementation of a GSM base station controller and related network components, enabling researchers and enthusiasts to run and experiment with their own mobile networks.
-
C.
osmo-bts
osmo-bts is an open-source software implementation of a GSM base transceiver station, widely used in mobile network research, development, and testing.
-
D.
Openmoko GSM protocol stack
The Openmoko GSM protocol stack is an open-source implementation of the GSM mobile communication protocols, developed as part of the Openmoko project to enable fully open, hackable mobile phones.
-
E.
osmo-sgsn
osmo-sgsn is an open-source Serving GPRS Support Node implementation used in mobile networks, developed as part of the Osmocom project.
- 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_69a88b074b908190ae983dbca7757d88 |
completed | March 4, 2026, 7:41 p.m. |
| NER | Named-entity recognition | batch_69abc61c1ef08190911d5f58c2e91189 |
completed | March 7, 2026, 6:30 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69aea87427f08190b8353f74c5231a32 |
completed | March 9, 2026, 11:01 a.m. |
| NEDg | Description generation | batch_69aea988feec8190a8f5d79cffbc14f6 |
completed | March 9, 2026, 11:05 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69aea9d6b60c819083295d66f965ff33 |
completed | March 9, 2026, 11:07 a.m. |
Created at: March 4, 2026, 7:49 p.m.