Paper Citation Record · LEDGER

Towards End-to-End Network Intent Management with Large Language Models

As of 18 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2504.13589.

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

pith.paper-citation-record.v1
2504.13589 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:09:50.278525Z

measured 26 of 26 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:51:34.177050Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact0
verified fuzzy20
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 517a2536-5d4b-4b61-9191-7bf7cfb83e34 · outbound

This paper cites Network Slice Lifecy- cle Management for 5G Mobile Networks: An Intent-Based Networking Approach,.

Towards End-to-End Network Intent Management with Large Language Models Network Slice Lifecy- cle Management for 5G Mobile Networks: An Intent-Based Networking Approach,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.610033Z

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 8406dfe6-7d8c-4800-b8bc-c990953d8dfd · outbound

This paper cites Zero-touch network and Service Management (ZSM); Intent- driven Closed Loops,.

Towards End-to-End Network Intent Management with Large Language Models Zero-touch network and Service Management (ZSM); Intent- driven Closed Loops,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.597245Z

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 8811b2c2-0877-494a-b3c2-6998fac538c1 · outbound

This paper cites A survey on Zero touch network and Service Management (ZSM) for 5G and beyond networks,.

Towards End-to-End Network Intent Management with Large Language Models A survey on Zero touch network and Service Management (ZSM) for 5G and beyond networks,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.583674Z

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 a03ecf44-7a74-4d4f-8657-6c02690cb069 · outbound

This paper cites Intent-Based Networking - Concepts and Definitions,.

Towards End-to-End Network Intent Management with Large Language Models Intent-Based Networking - Concepts and Definitions,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.571450Z

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 b8457533-8e39-4cdd-beb3-5c483b559a35 · outbound

This paper cites A Survey on Intent-Based Networking,.

Towards End-to-End Network Intent Management with Large Language Models A Survey on Intent-Based Networking,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.559644Z

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 a49f10b2-0778-4503-83b9-4ea4348e4859 · outbound

This paper cites Large Language Models for Networking: Workflow, Advances and Challenges.

Towards End-to-End Network Intent Management with Large Language Models Large Language Models for Networking: Workflow, Advances and Challenges

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T12:09:50.203288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cee7c875-98cc-4d75-9aab-2e7452009ee2 · outbound

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

Towards End-to-End Network Intent Management with Large Language Models Large Language Models for Telecom: Forthcoming Impact on the Industry,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.548107Z

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 fa43d91d-7b40-42e0-be19-1fa006488765 · outbound

This paper cites NLP Pow- ered Intent Based Network Management for Private 5G Networks,.

Towards End-to-End Network Intent Management with Large Language Models NLP Pow- ered Intent Based Network Management for Private 5G Networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.536673Z

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 6abc3f75-bcd8-4958-b8e3-0a9db6ed477e · outbound

This paper cites Hey, Lumi! Using Natural Language for {Intent-Based} Network Management,.

Towards End-to-End Network Intent Management with Large Language Models Hey, Lumi! Using Natural Language for {Intent-Based} Network Management,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.523752Z

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 ca5bc215-da47-4615-b529-a134e7d28afc · outbound

This paper cites Towards Intent-based Network Management for the 6G System adopting Multimodal Generative AI,.

Towards End-to-End Network Intent Management with Large Language Models Towards Intent-based Network Management for the 6G System adopting Multimodal Generative AI,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.511564Z

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 cbda85f0-5832-4d83-a7b1-de9200529698 · outbound

This paper cites Intent-Based Network Management with User-Friendly Interfaces and Natural Language Processing,.

Towards End-to-End Network Intent Management with Large Language Models Intent-Based Network Management with User-Friendly Interfaces and Natural Language Processing,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.499185Z

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 e3865280-d080-4f46-aa8a-1b1c25698f49 · outbound

This paper cites Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks,.

Towards End-to-End Network Intent Management with Large Language Models Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.485400Z

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 87949745-dcb3-4f4a-9c0f-d83966220cb5 · outbound

This paper cites Chat-IBN-RASA: Building an Intent Translator for Packet-Optical Networks based on RASA,.

Towards End-to-End Network Intent Management with Large Language Models Chat-IBN-RASA: Building an Intent Translator for Packet-Optical Networks based on RASA,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.471812Z

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 5243a3f6-f8cb-4311-859d-f8eade9fd626 · outbound

This paper cites Using Large Language Models to Generate, Validate, and Apply User Intent Taxonomies,.

Towards End-to-End Network Intent Management with Large Language Models Using Large Language Models to Generate, Validate, and Apply User Intent Taxonomies,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.459257Z

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 73b4ef34-31ec-4845-9208-bc873fd7e279 · outbound

This paper cites A taxonomy generation tool for semantic visual analysis of large corpus of documents,.

Towards End-to-End Network Intent Management with Large Language Models A taxonomy generation tool for semantic visual analysis of large corpus of documents,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.444391Z

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 db16241f-dc8c-46f5-aaf9-b6c30e596f64 · outbound

This paper cites LossLeaP: Learning to Predict for Intent-Based Networking,.

Towards End-to-End Network Intent Management with Large Language Models LossLeaP: Learning to Predict for Intent-Based Networking,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.430190Z

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 b3d050c3-bdb3-41b2-9b3a-0df8505cca4f · outbound

This paper cites AppleSeed: Intent-Based Multi-Domain Infrastructure Management via Few-Shot Learning,.

Towards End-to-End Network Intent Management with Large Language Models AppleSeed: Intent-Based Multi-Domain Infrastructure Management via Few-Shot Learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.417426Z

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 eb055179-9e98-4f14-a033-d547e31e8725 · outbound

This paper cites Network Meets ChatGPT: Intent Autonomous Management, Control and Operation,.

Towards End-to-End Network Intent Management with Large Language Models Network Meets ChatGPT: Intent Autonomous Management, Control and Operation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.405092Z

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 03ca71ed-c66c-4c16-acda-770f26cb020a · outbound

This paper cites Intent-Based Manage- ment of Next-Generation Networks: An LLM-centric Approach,.

Towards End-to-End Network Intent Management with Large Language Models Intent-Based Manage- ment of Next-Generation Networks: An LLM-centric Approach,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.392427Z

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 ef9aba57-e3b7-4fc6-94e5-72994a3692f2 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Towards End-to-End Network Intent Management with Large Language Models Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T12:09:50.258803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbb3970d-9542-461a-9f77-eb1485582059 · outbound

This paper cites GPT-4 Technical Report,.

Towards End-to-End Network Intent Management with Large Language Models GPT-4 Technical Report,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T12:09:50.263032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5b9533b-ff23-4274-83b4-a401a894b7fd · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Towards End-to-End Network Intent Management with Large Language Models Gemini: A Family of Highly Capable Multimodal Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T12:09:50.266833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7a8b4d3-b32f-4f5b-9d59-25e40007a956 · outbound

This paper cites Attention Is All You Need.

Towards End-to-End Network Intent Management with Large Language Models Attention Is All You Need

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T12:09:50.270832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba74a588-4e3b-4f86-9740-406c820edd4f · outbound

This paper cites BLEU: A method for automatic evaluation of machine translation,.

Towards End-to-End Network Intent Management with Large Language Models BLEU: A method for automatic evaluation of machine translation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.371011Z

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 a4637946-89aa-4426-a001-f9a8d71ed587 · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries,.

Towards End-to-End Network Intent Management with Large Language Models ROUGE: A package for automatic evaluation of summaries,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:09:50.356469Z

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 5df1b193-ddfd-4761-bd50-7bac35181e0a · inbound

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations cites this paper.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Towards End-to-End Network Intent Management with Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.177050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.