Paper Citation Record · LEDGER

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends

As of 18 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 3 inbound Pith citation observations for arXiv:2502.04933.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.04933 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:57:34.001807Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:23:51.450104Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T01:04:44.446442Z

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy14
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 963bd173-b4d9-4a9c-a683-de6292fbd2cf · outbound

This paper cites Hybrid S elf- Organizing Networks: Evolution, Standardization Trends, and a 6G Ar- chitecture Vision,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Hybrid S elf- Organizing Networks: Evolution, Standardization Trends, and a 6G Ar- chitecture Vision,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.131619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3cfdf27b-159f-4bca-be51-5438431efc1f · outbound

This paper cites Attention is all you need,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Attention is all you need,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.124900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 37a9bbeb-b169-42d0-aef9-97b2400771c9 · outbound

This paper cites Large Language Models for Telecom: Forthcoming Impact on t he Industry,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Large Language Models for Telecom: Forthcoming Impact on t he Industry,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.118175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9e836268-98fe-43bc-9321-f543e78e9b70 · outbound

This paper cites Mobile-LLaMA: Instr uction Fine-Tuning Open-Source LLM for Network Analysis in 5G Netw orks,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Mobile-LLaMA: Instr uction Fine-Tuning Open-Source LLM for Network Analysis in 5G Netw orks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.111539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7e1b5e99-305c-4c8c-807d-48e50e1cea49 · outbound

This paper cites NetConfEval: Can LLMs Facilitate Network Conﬁg ura- tion?.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends NetConfEval: Can LLMs Facilitate Network Conﬁg ura- tion?

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.103558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c1716eaf-0df0-4e41-bb37-c6a77176eee7 · outbound

This paper cites Tele-Knowledge Pre-training for Fault Analys is,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Tele-Knowledge Pre-training for Fault Analys is,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.096526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 12be9f33-6877-43f2-9ebe-a5f094ef7700 · outbound

This paper cites 5G INSTRUCT Forge: An Advanced Data Engineerin g Pipeline for Making LLMs Learn 5G,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends 5G INSTRUCT Forge: An Advanced Data Engineerin g Pipeline for Making LLMs Learn 5G,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.089480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 211735e6-9fb6-4be1-9152-fdc9abc06edb · outbound

This paper cites Large Generative AI Models for Telecom: The Next Big Thing?.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Large Generative AI Models for Telecom: The Next Big Thing?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.081602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7f913357-8521-4328-853f-ae33e3a1fdc7 · outbound

This paper cites Large Language Model (LLM) for Telecommunications: A Comprehens ive Survey on Principles, Key Techniques, and Opportunities,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Large Language Model (LLM) for Telecommunications: A Comprehens ive Survey on Principles, Key Techniques, and Opportunities,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.073952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 70dae33a-bf78-4134-a38c-453dcf98bf1f · outbound

This paper cites Resilienc e-by-Design in 6G Networks: Literature Review and Novel Enabling Concep ts,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Resilienc e-by-Design in 6G Networks: Literature Review and Novel Enabling Concep ts,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.065616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0d7b3364-e5a8-4ed9-88f0-b857d30e5362 · outbound

This paper cites Understanding Telecom Language Through Large Language Mo dels,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Understanding Telecom Language Through Large Language Mo dels,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.057907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 717ee14a-f5d6-44b8-969d-cc110616beac · outbound

This paper cites Observations on LLMs for telecom dom ain: capabilities and limitations,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends Observations on LLMs for telecom dom ain: capabilities and limitations,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.050179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 593720aa-3d5d-41af-9fad-b7cbd40dd7d9 · outbound

This paper cites INGR Road map System Optimization Chapter,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends INGR Road map System Optimization Chapter,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.041512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 69021a13-2a8d-4724-98fb-c20fcd37cbd7 · outbound

This paper cites RestGPT: Connecting Large Language Models with Real-World RESTful APIs.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends RestGPT: Connecting Large Language Models with Real-World RESTful APIs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T20:57:33.999299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17a08e1d-979e-492d-8108-8eeb5f432658 · outbound

This paper cites A Survey on Sym bolic Knowledge Distillation of Large Language Models,.

Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends A Survey on Sym bolic Knowledge Distillation of Large Language Models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:57:34.032804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 953a0737-66e7-4f6f-8644-d848c1983e28 · inbound

Exploring the Role of Large Language Models in Cybersecurity: A Systematic Survey cites this paper.

Exploring the Role of Large Language Models in Cybersecurity: A Systematic Survey Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:51.450104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be885fd4-eab1-4c81-a389-761a39237aac · inbound

OSI Stack Redesign for Quantum Networks: Requirements, Technologies, Challenges, and Future Directions cites this paper.

OSI Stack Redesign for Quantum Networks: Requirements, Technologies, Challenges, and Future Directions Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends

Reference 113

Resolution: verified exact; local_arxiv, observed 2026-08-07T01:04:44.452014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 23649005-ad5b-4ef2-b3f7-51ddfc1ed65e · inbound

WiLLM: an Open Framework for LLM Services over Wireless Systems cites this paper.

WiLLM: an Open Framework for LLM Services over Wireless Systems Mobile Network-specialized Large Language Models for 6G: Architectures, Innovations, Challenges, and Future Trends

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T18:45:17.869442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.