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Paper Citation Record · LEDGER

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis

As of 4 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2604.02382.

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

pith.paper-citation-record.v1
2604.02382 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T21:52:31.464672Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

18 of 18 outbound references displayed

  • verified exact7
  • verified fuzzy4
  • unresolved2
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2a56ae5-5e01-4a44-ab52-7bcb008ef3c6 · outbound

This paper cites Chinmaya Andukuri, Jan-Philipp Fr¨anken, Tobias Gerstenberg, and Noah Goodman.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Chinmaya Andukuri, Jan-Philipp Fr¨anken, Tobias Gerstenberg, and Noah Goodman

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T21:53:20.163984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:f785820023dc96aecd383ec82a5a6791b76f9dca443a1cb49159c35edb45cb9d

Observation 2a05cb4b-5239-49f5-9217-45e311ca8a10 · outbound

This paper cites AIOpsLab: A Holistic Framework to Evaluate AI Agents for Enabling Autonomous Clouds.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis AIOpsLab: A Holistic Framework to Evaluate AI Agents for Enabling Autonomous Clouds

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:53:19.594280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:6f791eceb83f910e4b495a19fecd6d10919a6f83a8a14edb14f6711bb248748c

Observation 7e2a6dfd-082e-4f65-a824-a913f597f263 · outbound

This paper cites Multi-IaC-Eval: Benchmarking Cloud Infrastructure as Code Across Multiple Formats.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Multi-IaC-Eval: Benchmarking Cloud Infrastructure as Code Across Multiple Formats

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:53:19.574568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:96591e27c3c6b2e0159a2fd9174fa6ba6dc6ac65798261322c568284673ef21b

Observation 13930ac0-693d-4fdf-8e22-585f8fe4cb3b · outbound

This paper cites Mingwen Dong, Nischal Ashok Kumar, Yiqun Hu, Anuj Chauhan, Chung-Wei Hang, Shuaichen Chang, Lin Pan, Wuwei Lan, Henghui Zhu, Jiarong Jiang, Patrick Ng, and Zhiguo Wang.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Mingwen Dong, Nischal Ashok Kumar, Yiqun Hu, Anuj Chauhan, Chung-Wei Hang, Shuaichen Chang, Lin Pan, Wuwei Lan, Henghui Zhu, Jiarong Jiang, Patrick Ng, and Zhiguo Wang

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:53:19.586426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:c694783e90e19505ed9ea26964e3eec76e3ade2363e80530b184bcb81415b9ef

Observation a356adb6-98ab-4fc5-ae6c-d4878e0d8b46 · outbound

This paper cites an unresolved cited work.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-13T21:53:20.165618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:90eaefde7a23afcce74d27101184129018cd2c61aac004be62fc3035d6ad0762

Observation 103c7f1c-e62b-4ed8-a733-cb423265705b · outbound

This paper cites an unresolved cited work.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Unresolved cited work

Reference 6

Resolution
malformed identifier
raw_fallback, observed 2026-05-13T21:53:20.167240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:617b382e552d9a19fec3f8dcc51276094858701b011c198be42352548bf5bac5

Observation 0a42eee3-dfad-4dbc-8fb8-628f395534bc · outbound

This paper cites an unresolved cited work.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-13T21:53:20.158909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:31676a00e03e3ba86212a212a2cf936541c6bd759935ea2afb8234965d84677d

Observation 37c27091-e25a-49e7-9b42-3fb3e1c8e915 · outbound

This paper cites Google Cloud.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Google Cloud

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T21:53:20.162255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:e12da7c75c387054ae7c134cb7fe7978d1669f1dc0bf27ea2d3aad8404a1257c

Observation b51d8d38-8986-423f-89a6-dc708cb038d3 · outbound

This paper cites Accessed: 2026-03-31.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Accessed: 2026-03-31

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T21:53:20.160530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:64da984a593882d934a1813f7fb83dcbf5b00eb820b0515de36162caa1a98787

Observation 3f847d47-8c91-40c4-b603-05547912d9e6 · outbound

This paper cites Active Task Disambiguation with LLMs.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Active Task Disambiguation with LLMs

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T21:53:19.589182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:e896ace76e17dbc61f0228b484606de086f81cdb7103ff079a148cce98b632ef

Observation b0901495-9696-4a5d-9747-f4f4bbec6c82 · outbound

This paper cites Interactive Code Generation via Test-Driven User-Intent Formalization.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Interactive Code Generation via Test-Driven User-Intent Formalization

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:53:19.591657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:7c51258bf6b909c95bafebb5155f70edc2809bb4e20e735fb8eadf8689e276bd

Observation e57c84e5-384e-4057-a813-b6cd036c6d69 · outbound

This paper cites Sewon Min, Julian Michael, Hannaneh Hajishirzi, and Luke Zettlemoyer.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Sewon Min, Julian Michael, Hannaneh Hajishirzi, and Luke Zettlemoyer

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-13T21:53:20.169056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:887141292dacf7351b5fc46f4183a345d34bcec18f19c7bdef33c4b73d57e6ce

Observation 524ecc3f-f0bd-492a-8ff8-46b796f8b699 · outbound

This paper cites author Michael, J.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis author Michael, J

Reference 13

Resolution
metadata mismatch
doi, observed 2026-05-13T21:53:19.433689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:5b482c0b2f629c37920bd9bcd16285265c8024cee81f0cffe788fd6477a4aac5

Observation a9802038-8839-4579-b242-844da02fe6cf · outbound

This paper cites URLhttps://doi.org/10.1145/3660810.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis URLhttps://doi.org/10.1145/3660810

Reference 14

Resolution
verified exact
doi, observed 2026-05-13T21:53:19.439619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:f8070c7bb2d08291bbe57e674a84ed0fb79153ac7745ce694a7bde7dd66868ce

Observation 2f7265e3-fe49-4f9b-8bc6-af49eb6723df · outbound

This paper cites A Survey of using Large Language Models for Generating Infrastructure as Code.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis A Survey of using Large Language Models for Generating Infrastructure as Code

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:53:19.578146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:636899971cd99316d836dac429d83a23d59d6c25dd963e424f164809ddc229bd

Observation ce02cf37-730d-4c74-b728-0470b039767f · outbound

This paper cites Vijayvargiya, X.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis Vijayvargiya, X

Reference 16

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T21:53:19.581024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:54e8a7eaa9c859ca83dc15a100a5cbdc18f90feaec6640a3c631eaae5fc87708

Observation cd85342c-f3f1-4311-8cd6-c5e6fce82f2b · outbound

This paper cites 2025 , publisher =.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis 2025 , publisher =

Reference 17

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T21:53:19.437197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:a1554d5dc0aa1cfe040b11466a1a5a9fcae33369ef17764cd51cd66269b3594f

Observation 9d910914-235d-436a-94c7-096fa21b5fbe · outbound

This paper cites 11 Preprint.

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis 11 Preprint

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:53:19.583588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T21:52:31.464672Z digest=sha256:95fa16a57af39e435d2e578ad97fd4ff7a9513af8f60189cb5d24df0e6c31ca3

Pith citing papers

No inbound Pith citation observations are available.