Paper Citation Record · LEDGER

Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2404.15939.

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

pith.paper-citation-record.v1
2404.15939 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:36:56.361786Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T12:39:49.973756Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 52a6bdd1-a520-4001-9ffd-c6e3bc344b76 · inbound

Retrieval-Augmented Generation for AI-Generated Content: A Survey cites this paper.

Retrieval-Augmented Generation for AI-Generated Content: A Survey Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 131

Resolution: verified exact; arxiv_id, observed 2026-05-15T13:32:17.372699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7a58392b-257f-4112-bf1e-bfe05829a3da · inbound

Towards a Foundation Model for Communication Systems cites this paper.

Towards a Foundation Model for Communication Systems Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:36:56.361786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62f84ac3-9190-4370-bd76-cf52469f4f84 · inbound

Benchmarking Vector, Graph and Hybrid Retrieval Augmented Generation (RAG) Pipelines for Open Radio Access Networks (ORAN) cites this paper.

Benchmarking Vector, Graph and Hybrid Retrieval Augmented Generation (RAG) Pipelines for Open Radio Access Networks (ORAN) Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:10:29.883827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 136a6a35-c391-4df6-964c-41c045be0c54 · inbound

MM-Telco: Benchmarks and Multimodal Large Language Models for Telecom Applications cites this paper.

MM-Telco: Benchmarks and Multimodal Large Language Models for Telecom Applications Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:10:23.024047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7cc5f55c-f4d5-4a9a-a1a9-06440e0f34dc · inbound

Multimodal Large Language Model Enabled Robust Beamforming for HAP Downlink Communications cites this paper.

Multimodal Large Language Model Enabled Robust Beamforming for HAP Downlink Communications Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:51:02.032030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b68258a-a290-4813-8fc1-b8e8553aa4d3 · inbound

Wireless Personal Agent: Extending Wireless Intelligence from Networks to Terminals cites this paper.

Wireless Personal Agent: Extending Wireless Intelligence from Networks to Terminals Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-04T12:39:49.975774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.