Paper Citation Record · LEDGER

LLM-assisted gNB Parameter Configuration for Radio Access Network

As of 22 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2606.20574.

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

pith.paper-citation-record.v1
2606.20574 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-01T07:54:08.004674Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

verified exact2
verified fuzzy16
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 93f1abf2-db1b-4ef0-b730-6ffbf7e8ac1f · outbound

This paper cites Textbooks Are All You Need.

LLM-assisted gNB Parameter Configuration for Radio Access Network Textbooks Are All You Need

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-01T07:55:30.547795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a15504bb-6243-42b2-a607-bdbcd37f71ca · outbound

This paper cites Understanding O-RAN: Architecture, interfaces, algorithms, security, and research challenges,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Understanding O-RAN: Architecture, interfaces, algorithms, security, and research challenges,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.733661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0ac2efe1-2b17-41fa-909f-e82930d120c0 · outbound

This paper cites Large language model (LLM) for telecommunications: A comprehensive survey on principles, key techniques, and opportuni- ties,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Large language model (LLM) for telecommunications: A comprehensive survey on principles, key techniques, and opportuni- ties,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.739345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 196321ab-3405-4e41-a554-b42ee544675f · outbound

This paper cites Telecomgpt: A framework to build telecom-specific large language models,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Telecomgpt: A framework to build telecom-specific large language models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.731142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 40adcb41-a76a-44c0-9264-d38318e73ffc · outbound

This paper cites Large language models for telecom: Forthcoming impact on the industry,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Large language models for telecom: Forthcoming impact on the industry,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.737538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 402caff7-3b93-48d4-829f-fef647ddeebe · outbound

This paper cites FD-LLM: Large language model for fault diagnosis of complex equipment,.

LLM-assisted gNB Parameter Configuration for Radio Access Network FD-LLM: Large language model for fault diagnosis of complex equipment,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.743269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 53645901-3d36-4fce-ae43-d60a9049ba6f · outbound

This paper cites FedLLMGuard: A federated large language model for anomaly detection in 5g networks,.

LLM-assisted gNB Parameter Configuration for Radio Access Network FedLLMGuard: A federated large language model for anomaly detection in 5g networks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.735762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2e8aae43-5594-4a46-818d-8ee3acec1123 · outbound

This paper cites Training language models to follow instructions with human feedback,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Training language models to follow instructions with human feedback,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.723807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6ac98305-6307-4103-a5a5-5422028dcd5e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Chain-of-thought prompting elicits reasoning in large lan- guage models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.741392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3f643ecf-cecc-4a06-a596-8e862604d23b · outbound

This paper cites STaR: Bootstrapping reasoning with reasoning,.

LLM-assisted gNB Parameter Configuration for Radio Access Network STaR: Bootstrapping reasoning with reasoning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.731681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 922ac787-48a6-45ac-87c9-fdc78f74f6b7 · outbound

This paper cites Let’s verify step by step,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Let’s verify step by step,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.725832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d7e03a71-ba9e-4a98-b952-d96aa1e9acef · outbound

This paper cites Self-refine: Iterative refinement with self-feedback,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Self-refine: Iterative refinement with self-feedback,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.727890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 826ee4ef-9316-475f-a631-78b9fafb6d7b · outbound

This paper cites JSON whisperer: Efficient JSON editing with LLMs,.

LLM-assisted gNB Parameter Configuration for Radio Access Network JSON whisperer: Efficient JSON editing with LLMs,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.715421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 521d2261-20c3-4177-949b-618dc88aa63d · outbound

This paper cites Management and orchestration; 5G network resource model (NRM); stage 2 and stage 3,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Management and orchestration; 5G network resource model (NRM); stage 2 and stage 3,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.745369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 37025b06-dc88-4b08-beec-de5ca62d9dbc · outbound

This paper cites QwQ-32B: Embracing the power of reinforcement learn- ing,.

LLM-assisted gNB Parameter Configuration for Radio Access Network QwQ-32B: Embracing the power of reinforcement learn- ing,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.713573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation db2b3268-c0d6-4c08-84b5-d1b718ccf607 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

LLM-assisted gNB Parameter Configuration for Radio Access Network Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-07-01T07:55:30.544589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 58922d5a-2bad-4a30-9356-7e7d0a471e25 · outbound

This paper cites Efficient memory management for large language model serving with PagedAttention,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Efficient memory management for large language model serving with PagedAttention,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.719674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f4e9e040-0711-4619-bbce-095afa863d9c · outbound

This paper cites Judging LLM-as-a-judge with MT-Bench and chatbot arena,.

LLM-assisted gNB Parameter Configuration for Radio Access Network Judging LLM-as-a-judge with MT-Bench and chatbot arena,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T14:12:34.721609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.