Triple
T10826828
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Osmocom project |
E255516
|
entity |
| Predicate | develops |
P73
|
FINISHED |
| Object |
Osmocom GMR tools
Osmocom GMR tools are an open-source software suite for analyzing, experimenting with, and implementing components of satellite-based GSM (GMR) communication systems.
|
E886821
|
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: Osmocom GMR tools | Statement: [Osmocom project, develops, Osmocom GMR tools]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Osmocom GMR tools Context triple: [Osmocom project, develops, Osmocom GMR tools]
-
A.
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.
-
B.
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.
-
C.
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.
-
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-bts
osmo-bts is an open-source software implementation of a GSM base transceiver station, widely used in mobile network research, development, and testing.
- 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: Osmocom GMR tools Triple: [Osmocom project, develops, Osmocom GMR tools]
Generated description
Osmocom GMR tools are an open-source software suite for analyzing, experimenting with, and implementing components of satellite-based GSM (GMR) communication systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Osmocom GMR tools Target entity description: Osmocom GMR tools are an open-source software suite for analyzing, experimenting with, and implementing components of satellite-based GSM (GMR) communication systems.
-
A.
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.
-
B.
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.
-
C.
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.
-
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-bts
osmo-bts is an open-source software implementation of a GSM base transceiver station, widely used in mobile network research, development, and testing.
- 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_69d6aa8081448190a9324184f2bd1c26 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d734d1c24881909f56d56207cccbef |
completed | April 9, 2026, 5:10 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69de8592d8f08190ac577395ad7cc557 |
completed | April 14, 2026, 6:21 p.m. |
| NEDg | Description generation | batch_69de8956d9f081909d076c5e413c1f74 |
completed | April 14, 2026, 6:37 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69de8e80fe80819088ac76bb5abc58f0 |
completed | April 14, 2026, 6:59 p.m. |
Created at: April 8, 2026, 9:19 p.m.