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Paper Citation Record · LEDGER

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

As of 17 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 10 inbound Pith citation observations for arXiv:2502.05352.

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

pith.paper-citation-record.v1
2502.05352 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:46:29.077278Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:12:09.952843Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

21 of 21 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved9
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation b520474b-66a0-4189-814d-065f8998975c · outbound

This paper cites an unresolved cited work.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-08T19:46:29.497251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:28.997937Z digest=sha256:2cf087c088dfdf6a7493a804a04e7dc4391e2a609c883506b1a83d89f8fa65af

Observation c889bd70-fa31-40ab-a2fa-37ce087048ef · outbound

This paper cites an unresolved cited work.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-08T19:46:29.482665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.003034Z digest=sha256:102f7dde236c9bd2ede4a9b10dc85c182a3a70ecb35b1b3a3b93e2a43e5d483a

Observation aaac6ff3-c0d8-4503-b018-7d1e1aba76d3 · outbound

This paper cites playground.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks playground

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.468237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.008256Z digest=sha256:8896e5d8c8a420c9db873ed0d3851a0eee2ed089970c37c2293d58160a7151a6

Observation e325e85d-2de9-4d5f-9002-5fca9ce9247c · outbound

This paper cites (b) Benchmark Runner deploys the scenario’s environ- ment by executing the deploy_scenario function.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks (b) Benchmark Runner deploys the scenario’s environ- ment by executing the deploy_scenario function

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.453209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.013367Z digest=sha256:e1a5f6432723c928bc81cde9050c07118060c4013dee4acfd9ffe9bfbb6cb177

Observation 1a10f1a3-76de-4437-9fe3-385fccd199d0 · outbound

This paper cites node failure.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks node failure

Reference 5

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T19:46:29.438610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.018208Z digest=sha256:fa0d89b88ca9b0578843d3ed13e4bb5b3a4d8f07c08617730787e16274427384

Observation 36705693-e0e4-468a-93bd-80e0e613a7d3 · outbound

This paper cites an unresolved cited work.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-08T19:46:29.345593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.048796Z digest=sha256:181b3f2d8df625103a4763dc90f3a9d6401ebaeca27c3704743bddb7864172a7

Observation 39f41ebf-5218-4df1-a208-237a3b5de4f7 · outbound

This paper cites pass" or.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks pass" or

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.329503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.053147Z digest=sha256:94a4441a2b183b1a7ec176c3c5729073eafa441ae312e409535d6c5a31525f95

Observation ef9f8cff-5133-4745-8dd3-c2eadf8fe02a · outbound

This paper cites Kick agent Y with report.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Kick agent Y with report

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.280862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.067745Z digest=sha256:c442690f7c68aebff77bb8de7a46939f44de15f0f0d4bff246fb30bc632a7ad7

Observation 4910c503-b40e-449d-9630-68d83db3678f · outbound

This paper cites We group the agents by Agent Types that reflect the IT operations personas, for example CISO, FInOps, or SRE type.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks We group the agents by Agent Types that reflect the IT operations personas, for example CISO, FInOps, or SRE type

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.423396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.025165Z digest=sha256:6a0a802f8a107338c69dfc5626b83e35109d3231c4ce074dcf6b61517a49025c

Observation 271a0c99-016f-42b9-9770-2269da4593af · outbound

This paper cites Typi- cal tasks for CISO are to collect evidence and assess compliance controls posture.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Typi- cal tasks for CISO are to collect evidence and assess compliance controls posture

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.407414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.029907Z digest=sha256:5a93c07449e60be08c8f2b361a45aa4deef59300e4a99f8443a224eded76134b

Observation 3f4c685f-4084-4291-8963-ec9fc441979c · outbound

This paper cites For CISO, for instance, each Kubernetes CIS-benchmark requirement instantiated on OPA is a unique scenario.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks For CISO, for instance, each Kubernetes CIS-benchmark requirement instantiated on OPA is a unique scenario

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.391966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.035193Z digest=sha256:0cdb735724555782da9fbf06e7245fd6313e5024d1a3dcd99e2ff00956f30b04

Observation 361d25b6-d50e-4bdb-8a2c-4490dbfc7bfd · outbound

This paper cites an unresolved cited work.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-08T19:46:29.376752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.039864Z digest=sha256:b27905452ac657b722385a7540f8d8bc46d8cd2c737a19a188a099c3ff0c0327

Observation efb97043-9e9b-4379-96ba-48c424d43d33 · outbound

This paper cites an unresolved cited work.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-08T19:46:29.361161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.044374Z digest=sha256:9b492113fca525d1497c97973ba09d72db7da5ad646eef7ab2d3dc6157b71680

Observation 3d356a79-91fc-446c-9f27-634725a3142c · outbound

This paper cites an unresolved cited work.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-08T19:46:29.312564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.058418Z digest=sha256:6b5e349038366ad12822aa6ccd6908b4a22a1529afb6a126f9eb0f2a49160ea9

Observation 927cc06d-5a49-4738-9248-13ca839ca6ff · outbound

This paper cites deploy_environment.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks deploy_environment

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.296425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.062904Z digest=sha256:9c86d86b0e481897e63a6ad039ee605dbeec2e2ce110a4398b55752e2d982a13

Observation 882879e2-8f54-4857-b0f4-cee53f461396 · outbound

This paper cites Clear deployed scenario2.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Clear deployed scenario2

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.265588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.072903Z digest=sha256:d5c695617ac38b9924c7444d47647714563f81b3b4d4572fbd5c71524e409d5d

Observation da5608ce-a675-45f1-b012-5b675355edc1 · outbound

This paper cites mini- mize the admission of containers wishing to share the host network namespace.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks mini- mize the admission of containers wishing to share the host network namespace

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.249324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:29.077278Z digest=sha256:34c54aa77b5b19166ee1dec83f76274b911d20b699f835f2d24f1e70bea26a9c

Observation b2537391-61d0-4d00-a9fc-cf0f6ec47733 · outbound

This paper cites Exploring LLM-based Agents for Root Cause Analysis.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Exploring LLM-based Agents for Root Cause Analysis

Reference 365

Resolution
unresolved
no resolver link, observed 2026-08-08T19:46:28.986960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T19:46:28.986960Z digest=sha256:e4d617e27fdbc5162a0827381ad2c9a95679fca954a2982ae423dc2c34a4cbfa

Observation a14c3c13-3df1-4e31-956b-ea1e4feaddc7 · outbound

This paper cites doi: 10.1145/2829988.2787496.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks doi: 10.1145/2829988.2787496

Reference 2015

Resolution
unresolved
no resolver link, observed 2026-08-08T19:46:28.981608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T19:46:28.981608Z digest=sha256:154c73f014f784a7bbb7eb5fa40be7d0b631cd3b1502fa82336a0bcfbc035dc4

Observation 1f66d25f-b529-403d-b8f0-689eb1e46340 · outbound

This paper cites an unresolved cited work.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks Unresolved cited work

Reference 2022

Resolution
unresolved
raw_fallback, observed 2026-08-08T19:46:29.513270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:28.992760Z digest=sha256:bfa8280dd69216b0c150a2daab6eb8b42aef00aec325ecc5cfb4e7b0c50b64c1

Observation 33c4311d-fded-49d5-a82d-ead5ae4a6d64 · outbound

This paper cites the AI revolution hasn’t happened yet.

ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks the AI revolution hasn’t happened yet

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T19:46:29.529339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-08T19:46:28.975048Z digest=sha256:4be9be22385dc363dc1275f49e67115049dd327e27ac8a63df9ac19f4ee4ebab

Pith citing papers

Observation ddff6922-1cf3-4055-83be-510cd414c2ca · inbound

LLMs Corrupt Your Documents When You Delegate cites this paper.

LLMs Corrupt Your Documents When You Delegate ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-10T09:48:47.626847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-10T09:47:21.966292Z digest=sha256:c477f61411ff779e4232e24e0873fec7cec7b52651d6978ee95882f8aa5b37d9

Observation 0247fec9-b64b-4ff5-b8d1-8863f7809c47 · inbound

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery cites this paper.

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 136

Resolution
verified exact
arxiv_id, observed 2026-05-08T20:04:06.598794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-08T17:28:41.217810Z digest=sha256:d9a50b84853ad1282883580e1f6189b3e37ea812af8dfcad829fac39e4ca4022

Observation f603da73-d2fd-44f9-b490-51cab57d9fb7 · inbound

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery cites this paper.

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 136

Resolution
verified exact
arxiv_id, observed 2026-05-21T00:13:52.344837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-21T00:13:07.546472Z digest=sha256:36f4b51217399d3d635263cf1e0e988afbc4ca5249b826c2dee25af0f8098414

Observation b341aca9-665d-4d30-a077-6ec02259c301 · inbound

From Assistance to Agency: Rethinking Autonomy and Control in CI/CD Pipelines cites this paper.

From Assistance to Agency: Rethinking Autonomy and Control in CI/CD Pipelines ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:55:57.170897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-11T02:06:14.217588Z digest=sha256:18ca4b3245d2789f8b97fa946bcbd3457a1e99e7536a3498a90555076fae5311

Observation df8a5b55-37bf-49a0-8ef3-7ecabce42b99 · inbound

Runtime-Structured Task Decomposition for Agentic Coding Systems cites this paper.

Runtime-Structured Task Decomposition for Agentic Coding Systems ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:47:36.175763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-19T14:46:37.166185Z digest=sha256:b51521a1e6013f3c6313c36c965267a98cab08e8ae181c2edb606853735bd24e

Observation d0025bab-9094-4305-adcc-ad8f611abf7d · inbound

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents cites this paper.

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T23:27:28.084149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-27T18:10:31.747998Z digest=sha256:acfa9cbf0d917d2ea40de62042f3e32a05a8c813d21a8ba9f70368c89cb099d1

Observation ecaeffc4-54e8-476c-8a4e-e48ca3bdc2a5 · inbound

Pooled Leaderboards Hide System-Specific Winners: A Reporting-Protocol Audit of Offline Root-Cause Analysis Benchmarks cites this paper.

Pooled Leaderboards Hide System-Specific Winners: A Reporting-Protocol Audit of Offline Root-Cause Analysis Benchmarks ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 11

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T07:54:21.844748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-06-30T07:52:33.302523Z digest=sha256:99954827193a195835dc832793930ed7d8f510c8694d57e241adedf8dd6ddf37

Observation 7e62ae76-ef13-4998-bb89-f97064594ab4 · inbound

Synthetic Scenario Generation for Evaluation of Industry 4.0 Agents cites this paper.

Synthetic Scenario Generation for Evaluation of Industry 4.0 Agents ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-02T12:47:54.895493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:47:54.895493Z digest=sha256:f4c4bc28f5b50791d45ff73571f8ab221452b878354280ca402dfd1c2d5bd05a

Observation 4886e0b6-7834-48f1-94b6-916a93d33fd3 · inbound

Beyond Component Testing: Validating Agentic AI Systems cites this paper.

Beyond Component Testing: Validating Agentic AI Systems ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T07:41:24.219547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T07:41:24.219547Z digest=sha256:8984d409fb0e4519a6ca0067e84667d49b6c9efb456a9c1c6952d1a4537a7dc1

Observation 07b4d204-c61b-4404-a55a-7273f46e0ce1 · inbound

Motif 3: Technical Report cites this paper.

Motif 3: Technical Report ITBench: Evaluating AI Agents across Diverse Real-World IT Automation Tasks

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T23:12:09.952843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:12:09.952843Z digest=sha256:70955633248bf22b1e07a75e800cbccfaf0a6cb193699408aab08323900501be