Paper Citation Record · LEDGER

LLM-Based Config Synthesis requires Disambiguation

As of 7 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2507.12443.

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

pith.paper-citation-record.v1
2507.12443 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:51:54.584197Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

33 of 33 outbound references displayed

verified exact4
verified fuzzy1
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 53f7e5b9-c9d0-42ff-a8fe-b4d339072c3e · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-08-06T16:51:55.034037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 27eea1dc-3869-4297-84d2-5961f4532c1b · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

LLM-Based Config Synthesis requires Disambiguation Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:51.857858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13af8237-63d3-43b5-bb69-f63f9343fe72 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 3

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T16:51:56.134695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 63c4ca24-11c8-4ccc-a2ca-631cd9001bad · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:52.002590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edbfa365-bc02-4238-bf8c-019b8bd6cf89 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

LLM-Based Config Synthesis requires Disambiguation From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:52.093261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 130db193-9c89-4c01-bd08-3bd642d7063a · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-06T16:51:54.828002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bcb7f6a6-df18-48dd-ac42-6487c7d92c02 · outbound

This paper cites Ahmed, Michael A.

LLM-Based Config Synthesis requires Disambiguation Ahmed, Michael A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:51:57.660077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e61ad3f4-c0f4-454c-9228-11737277fc0a · outbound

This paper cites Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks.

LLM-Based Config Synthesis requires Disambiguation Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:52.402623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8d22923-46f4-4785-a6fd-6fd7e8550524 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:52.548299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1f38194-87b0-40ed-9fd2-b579e59e58f2 · outbound

This paper cites QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks.

LLM-Based Config Synthesis requires Disambiguation QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:52.617946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdb70a69-7628-49f6-a4cf-e0082e871a95 · outbound

This paper cites GeNet: A Multimodal LLM-Based Co-Pilot for Network Topology and Configuration.

LLM-Based Config Synthesis requires Disambiguation GeNet: A Multimodal LLM-Based Co-Pilot for Network Topology and Configuration

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:51:55.728460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 14ad6701-a670-4d20-bbf7-05f326c4bea8 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:51:57.442160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation da00795c-14a4-4eae-9186-56829a69b8b2 · outbound

This paper cites PreConfig: A Pretrained Model for Automating Network Configuration.

LLM-Based Config Synthesis requires Disambiguation PreConfig: A Pretrained Model for Automating Network Configuration

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:51:55.547584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 34f8d810-e6bb-40cb-ac67-4778df5b69a4 · outbound

This paper cites Smith, and Yejin Choi.

LLM-Based Config Synthesis requires Disambiguation Smith, and Yejin Choi

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.023101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a945ca70-56f7-4ea9-a1c3-38e679ffc11e · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:51:57.177180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 05237d9e-669c-4235-84bc-885c09531e63 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:51:56.870919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 27c1ec8c-0f21-4557-9656-128de7e5ec58 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.334499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8caf0c7-47b3-4747-8c2e-6e1c9740ad3a · outbound

This paper cites Easy Problems That LLMs Get Wrong.

LLM-Based Config Synthesis requires Disambiguation Easy Problems That LLMs Get Wrong

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.430420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 463c4a0b-f6a6-447e-892b-4c99ed8ddd26 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:51:56.625075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 808fea2b-1ae8-4612-8b34-81a9450374b7 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.580379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2eed400-1f26-405c-b1eb-9360515b8074 · outbound

This paper cites To Know or Not To Know? Analyzing Self-Consistency of Large Language Models under Ambiguity.

LLM-Based Config Synthesis requires Disambiguation To Know or Not To Know? Analyzing Self-Consistency of Large Language Models under Ambiguity

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.663464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbb2b6c4-db63-438a-a006-67470f0d2f5e · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

LLM-Based Config Synthesis requires Disambiguation Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.747505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ad731d7-a16c-499f-a5ad-d75948505d35 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.850856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19e5b14e-3105-4c73-aef7-d92a22174094 · outbound

This paper cites Wong, and Hongyi Zeng.

LLM-Based Config Synthesis requires Disambiguation Wong, and Hongyi Zeng

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:53.956704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f16159-7238-4779-8aee-211c054750ee · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:54.031679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcd7e026-c01f-49b1-9258-e5a7b720e6af · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:51:56.473837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c3eff216-a847-4def-a56d-15a200aa7e00 · outbound

This paper cites Making Network Configuration Human Friendly.

LLM-Based Config Synthesis requires Disambiguation Making Network Configuration Human Friendly

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:54.200934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e008748-52c5-4b5c-910d-aa10a29987c1 · outbound

This paper cites A Survey on Data Synthesis and Augmentation for Large Language Models.

LLM-Based Config Synthesis requires Disambiguation A Survey on Data Synthesis and Augmentation for Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:54.304590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 493f60e3-8970-449c-a435-7e3ffb374e33 · outbound

This paper cites an unresolved cited work.

LLM-Based Config Synthesis requires Disambiguation Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:51:56.292652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6bbe1ed3-fcd1-4ba5-addf-464cbc178328 · outbound

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

LLM-Based Config Synthesis requires Disambiguation Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:54.494341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d06136c0-e510-40bd-8cd5-9ce857dd6716 · outbound

This paper cites 2025.Graph- Synth: Synthesis of Network Configuration Templates Using Large Lan- guage Models.

LLM-Based Config Synthesis requires Disambiguation 2025.Graph- Synth: Synthesis of Network Configuration Templates Using Large Lan- guage Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:54.584197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fb15dd6-08d3-46da-bd7a-3b4effb155dd · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

LLM-Based Config Synthesis requires Disambiguation Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:52.869506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7b76ebe-15a7-448a-8f81-3e84fe7d208a · outbound

This paper cites In 2024 IEEE 10th International Conference on Network Softwarization (NetSoft).

LLM-Based Config Synthesis requires Disambiguation In 2024 IEEE 10th International Conference on Network Softwarization (NetSoft)

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:52.337189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.