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Paper Citation Record · LEDGER

Context-Aware Generative AI for Automated Telecom Test Script Generation

As of 20 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2606.21151.

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

pith.paper-citation-record.v1
2606.21151 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T13:59:57.596360Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

20 of 20 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c94113d6-8180-467b-bacc-5877d3beb92c · outbound

This paper cites The need for multivocal literature reviews in software engineering,.

Context-Aware Generative AI for Automated Telecom Test Script Generation The need for multivocal literature reviews in software engineering,

Reference 1

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:19afd1b677b1942feb0682fd1c8f804de2cb6a4707f99219cbcf63014edb552f

Observation ad93ea0f-dda5-4e57-a58b-74eb26603fa4 · outbound

This paper cites ChatUniTest: A Framework for LLM-Based Test Generation.

Context-Aware Generative AI for Automated Telecom Test Script Generation ChatUniTest: A Framework for LLM-Based Test Generation

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:59:37.837379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:25bff20daf4397ab6de6ee7f9e96407b45c5cd4a77add652cd9fea446d1822cb

Observation 5d36979c-00af-4532-96b3-86e13dab0b05 · outbound

This paper cites An empirical evaluation of using large language models for automated unit test generation,.

Context-Aware Generative AI for Automated Telecom Test Script Generation An empirical evaluation of using large language models for automated unit test generation,

Reference 3

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:645b39c4f197ae27fc7aba210b7f032e2b36b1bfcaae97a87d6fb5fc236c240e

Observation eed68e7d-a2f7-481b-9eb4-4cd663a1b400 · outbound

This paper cites SeaNet: Knowledge graph -based autonomic network management,.

Context-Aware Generative AI for Automated Telecom Test Script Generation SeaNet: Knowledge graph -based autonomic network management,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:564aa1493943adf879e244cbc2a338f6bd6fbaf4fc56943e6fabfc569621bd29

Observation 4e8d55e7-5bb3-4c94-85df-2ad0c175239d · outbound

This paper cites NORIA: An operational knowledge graph for IT service management,.

Context-Aware Generative AI for Automated Telecom Test Script Generation NORIA: An operational knowledge graph for IT service management,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:4ff9b680e0d7c879b08080cd16b00a3710a73623ede6613b96172accc1420a39

Observation 0b41a85f-59b9-4233-a130-b4b414a9e1e3 · outbound

This paper cites an unresolved cited work.

Context-Aware Generative AI for Automated Telecom Test Script Generation Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:62341574b42746bbcc56d26910d27bfdc3b2048601a8dbcedee28d4f00691242

Observation 75de9d88-d9d1-4408-a145-141764875e48 · outbound

This paper cites an unresolved cited work.

Context-Aware Generative AI for Automated Telecom Test Script Generation Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:71bf04852f37d906a227ac0817b28e637dca2f069a8902a548271ed07a09ebbc

Observation db7d5e6c-2b81-4e08-a261-4ee90f236cb0 · outbound

This paper cites Model Context Protocol: Specification and Overview,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Model Context Protocol: Specification and Overview,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:5d047f488bde6d1c4917462c973d725335c12929be3c62e389b2fb9011134572

Observation aa143cc7-0a45-4288-8ec4-ac89d0579b77 · outbound

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

Context-Aware Generative AI for Automated Telecom Test Script Generation Chain-of-thought prompting elicits reasoning in large language models,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:ca966712f2f4c299db0a595eb1875311da8ee68eb17ceb4cb66a40555e9e91ad

Observation e6398b41-c866-4e65-9ea6-9c45058bfa4a · outbound

This paper cites Testim: AI -powered test automation platform,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Testim: AI -powered test automation platform,

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:7e4e0be1fc565fe2e1272cef3aa67df4b9d868ef624aeea3e8f4708e829cfe7f

Observation 91fc1841-b743-4bce-a5b3-4f4904324f5f · outbound

This paper cites Landslide: 5G Core Network Testing,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Landslide: 5G Core Network Testing,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:c5d7550595f8008b126b67057b53c3866126f0bee4844368a2f24f30579bc2f6

Observation 3a57b7e8-ac6b-4db5-bcf7-89a2c4dad78d · outbound

This paper cites an unresolved cited work.

Context-Aware Generative AI for Automated Telecom Test Script Generation Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:5fa03e5c08521cba9dd9756ba0a4e25e68515f77c054b8c7f4b80679bf88b1fc

Observation c08611dc-b5df-4398-b14e-ed2c14fa1404 · outbound

This paper cites Knowledge graph -based test case generation from requirements,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Knowledge graph -based test case generation from requirements,

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:5eb12a09cf4b1a6109131f3280084308fd33e9bc202fdcddc14b8865be5f5dd7

Observation 050743bf-cfe6-4e10-a4ad-7b2515b0e4e5 · outbound

This paper cites LLM agents for network penetration testing using knowledge graphs,.

Context-Aware Generative AI for Automated Telecom Test Script Generation LLM agents for network penetration testing using knowledge graphs,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:37137dacf20eb978b05a73aff6753ba9f2f7f14d5e813db34424f805428dd829

Observation efd62c3d-6717-4fb0-9bc5-2a21df87f9b3 · outbound

This paper cites REPLUG: Retrieval-Augmented Black-Box Language Models.

Context-Aware Generative AI for Automated Telecom Test Script Generation REPLUG: Retrieval-Augmented Black-Box Language Models

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-04T06:59:37.839651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:f2b1b1dd93b223ea540e6083d63d36d5da95d83ff0f30dc47efd4c53d7b56dbc

Observation 4987008a-1edc-4eae-ab3c-6988b778f1a7 · outbound

This paper cites Utilizing artificial intelligence to test cloud applications,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Utilizing artificial intelligence to test cloud applications,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:bd587f7031f650b463fa349b5c985ade456ced3f67006f999fea6afb81a78ede

Observation 7791c890-35c9-469e-b8af-61b30682eeb3 · outbound

This paper cites An artificial intelligence automated software testing system and method,.

Context-Aware Generative AI for Automated Telecom Test Script Generation An artificial intelligence automated software testing system and method,

Reference 17

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:0eb9c151accc801d5c7d1cf6298e0203bc966daf12f9b352b9979b3fcbbae762

Observation 12c8135b-77a0-49e4-a749-b65b0e51df66 · outbound

This paper cites Intelligent analysis and application system and method for wireless communication network knowledge graph,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Intelligent analysis and application system and method for wireless communication network knowledge graph,

Reference 18

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:070ede22d4db5ec9bc019d46c60469faebb88a9f7d8a2f19956c2dc6133d6512

Observation 92c0a706-fd1a-441d-b963-338e3d29d1df · outbound

This paper cites Automatically generating an application knowledge graph,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Automatically generating an application knowledge graph,

Reference 19

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:6347d87b614e2ae61b1d95363291d7fd49573d0c8616fe1b0a4938907109fbb9

Observation c1015d94-0822-417f-9d49-7433dec58529 · outbound

This paper cites Knowledge graph -based network security test generation method,.

Context-Aware Generative AI for Automated Telecom Test Script Generation Knowledge graph -based network security test generation method,

Reference 20

Resolution
unresolved
no resolver link, observed 2026-06-26T13:59:57.596360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T13:59:57.596360Z digest=sha256:d6c76558ee59f8ee70412bfcdab8abe6c59e80a1fbac5c589587bae189626d50

Pith citing papers

No inbound Pith citation observations are available.