Paper Citation Record · LEDGER

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

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 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 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:08:43.172312Z

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 2026-08-19T06:32:44.657259+00:00.

Observation ddfe1ffe-cc17-4ad7-a5d9-ca448d925b38 · inbound

FastRAG: Retrieval Augmented Generation for Semi-structured Data cites this paper.

FastRAG: Retrieval Augmented Generation for Semi-structured Data Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T15:58:50.004584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da1e631f-788b-4ff9-b125-53a180e47c48 · inbound

Rethinking Strategic Mechanism Design In The Age Of Large Language Models: New Directions For Communication Systems cites this paper.

Rethinking Strategic Mechanism Design In The Age Of Large Language Models: New Directions For Communication Systems Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T05:23:26.417785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a3d2652-f96b-43c5-8b41-016ec53c415c · inbound

Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model cites this paper.

Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:31.518514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6819c30b-55f9-40ee-ba6f-8265990f19fe · inbound

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents cites this paper.

Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T18:21:39.064883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00867831-0212-4f4c-9003-87ae0963181f · inbound

RAG Without the Lag: Interactive Debugging for Retrieval-Augmented Generation Pipelines cites this paper.

RAG Without the Lag: Interactive Debugging for Retrieval-Augmented Generation Pipelines Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T12:08:43.172312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3832873f-392a-45a2-8534-4e39aeac5d2f · inbound

A Comprehensive Survey of Large AI Models for Future Communications: Foundations, Applications and Challenges cites this paper.

A Comprehensive Survey of Large AI Models for Future Communications: Foundations, Applications and Challenges Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications

Reference 121

Resolution: unresolved; no resolver link, observed 2026-08-15T23:50:24.570793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.