Triple

T2313715
Position Surface form Disambiguated ID Type / Status
Subject Harald Welte E51014 entity
Predicate notableWork P4 FINISHED
Object OsmocomBB
OsmocomBB is an open-source GSM baseband software project that replaces proprietary firmware on mobile phones to enable research, experimentation, and development on the GSM protocol stack.
E255516 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, notableWork, OsmocomBB]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: OsmocomBB
Context triple: [Harald Welte, notableWork, 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, notableWork, OsmocomBB]
Generated description
OsmocomBB is an open-source GSM baseband software project that replaces proprietary firmware on mobile phones to enable research, experimentation, and development on the GSM protocol stack.
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 development on the GSM protocol stack.
  • A. Osmocom project chosen
    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.

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_69ae9610b420819095afb76347ddf9ee completed March 9, 2026, 9:42 a.m.
NEDg Description generation batch_69ae97406c588190855ecb6c9ed00bc9 completed March 9, 2026, 9:47 a.m.
NED2 Entity disambiguation (via description) batch_69ae97c82e8c8190a613444ea4ffb5a0 completed March 9, 2026, 9:50 a.m.
Created at: March 4, 2026, 7:49 p.m.