Paper Citation Record · LEDGER

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks

As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 2 inbound Pith citation observations for arXiv:2603.22744.

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

pith.paper-citation-record.v1
2603.22744 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T20:08:17.066898Z

measured 44 of 44 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:13:41.056434Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T17:47:42.051078Z

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy0
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7fbd42c-d7d3-45c9-8d95-1b1252e38d56 · outbound

This paper cites $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 244ca19c-b5c2-4ca4-be3e-cca0d8e05ff7 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a45d68-d64d-43c8-9037-f44fe6a53ecf · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0699bd2c-8021-4efb-8e8b-e014741fa273 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ca76b21-4b78-47cd-b3b0-9599ad8d659b · outbound

This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc06e516-a635-4405-88f6-b1309e324584 · outbound

This paper cites Laradji, Manuel Del Verme, Tom Marty, Léo Boisvert, Megh Thakkar, Quentin Cappart, David Vazquez, Nicolas Chapados, and Alexandre Lacoste.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Laradji, Manuel Del Verme, Tom Marty, Léo Boisvert, Megh Thakkar, Quentin Cappart, David Vazquez, Nicolas Chapados, and Alexandre Lacoste

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e58077-934e-43e5-a8c3-24cef8486d2c · outbound

This paper cites InInternational Conference on Machine Learning (ICML).

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks InInternational Conference on Machine Learning (ICML)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56f252b3-a376-451d-9f64-a5ade0397673 · outbound

This paper cites A Survey on LLM-as-a-Judge.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks A Survey on LLM-as-a-Judge

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d01f52ba-03d7-43a8-844a-5c42cbaa0855 · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 029ad0de-9241-4498-b7e1-d7836ed857a5 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b4cd6d3-dfc4-4a6e-9ff5-87e141f12f5d · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e38240-89fd-4922-a887-a005e3704b23 · outbound

This paper cites Richard Landis and Gary G.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Richard Landis and Gary G

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b35ccd49-185e-4bc8-a492-0a209e7a8130 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 400d0255-1a79-470d-aa5f-c8a680cdb8c2 · outbound

This paper cites SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8037ce73-bc4b-4e36-bf6a-42b001d72878 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6023b7d-4b66-403b-a774-1927ab8612f4 · outbound

This paper cites Fung, Chun Yuan, and Li Shen.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Fung, Chun Yuan, and Li Shen

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61888c53-ed6d-4790-a372-2d85eaea0dd1 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d368530-a062-478b-85e8-c2417287c8c1 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4458278-742e-4962-9600-156361e1d2ef · outbound

This paper cites Hendryx, Brad Kenstler, and Bing Liu.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Hendryx, Brad Kenstler, and Bing Liu

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 344f05a3-a7a4-4c44-8491-3b539f241cbb · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7189d9-5807-4d9e-aa2f-658142edfee5 · outbound

This paper cites Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed7b3964-4703-4a33-bb40-09cca2a2615a · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f44f3ef9-fadc-4a67-a9a8-b92739647cc3 · outbound

This paper cites FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 155f65ea-abb3-4eec-bf17-4bce3d1a5f27 · outbound

This paper cites Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90cda441-fc70-486a-ae9e-1cfe9692fb85 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08659bd8-a593-4980-8ef5-9d70334e8a5b · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 042d3528-4b50-4f38-aa71-cf3d5f648a77 · outbound

This paper cites FronTalk: Benchmarking Front-End Development as Conversational Code Generation with Multi-Modal Feedback.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks FronTalk: Benchmarking Front-End Development as Conversational Code Generation with Multi-Modal Feedback

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 611bd42f-a641-4568-baf4-bbd09117795f · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c22019b-63a9-4eeb-a07c-a2d650fa6d9c · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59403e54-e626-4585-b7ff-e04ada0d2e2e · outbound

This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdfdcc78-df99-4818-ad2a-1b149c2c6aaa · outbound

This paper cites Xing, Hao Zhang, Joseph E.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Xing, Hao Zhang, Joseph E

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f937b0d4-aada-488f-9716-a1885ed80966 · outbound

This paper cites Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71363743-5b87-42af-bc7c-e07ff116eb50 · outbound

This paper cites FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be060a8a-8ea2-4446-81de-c3a877926280 · outbound

This paper cites Score Description 1 Content is largely irrelevant or incoherent; fails to address the chapter instruction.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Score Description 1 Content is largely irrelevant or incoherent; fails to address the chapter instruction

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17c79079-b228-452b-ac59-6d3645994748 · outbound

This paper cites Score Description 1 Visuals are broken, missing, or unreadable; severe rendering artifacts.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Score Description 1 Visuals are broken, missing, or unreadable; severe rendering artifacts

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e1b5513-247d-42dd-ad0a-71b48796cefb · outbound

This paper cites Score Description 1 No discernible teaching structure; concepts presented without context or progression.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Score Description 1 No discernible teaching structure; concepts presented without context or progression

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b449af07-562b-4866-bf43-0da62021b8f8 · outbound

This paper cites Score Description 1 Severe desynchronization; narration and visuals are unrelated or offset by multiple seconds.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Score Description 1 Severe desynchronization; narration and visuals are unrelated or offset by multiple seconds

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2985bd7a-d448-4969-a971-f859e958f03e · outbound

This paper cites GRPO vs. PPO gradient flow.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks GRPO vs. PPO gradient flow

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9118d6b-a471-48a6-bd43-c89eabda3870 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7986176-e56c-400d-b8db-0ea885c2e752 · outbound

This paper cites an unresolved cited work.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 315e9659-0994-45b3-80ef-59c08094b135 · outbound

This paper cites Do NOT interpolate.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks Do NOT interpolate

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bde56565-cc51-4488-9f89-b8cfcc61b9dc · outbound

This paper cites rubric_scores.

LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks rubric_scores

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-13T20:08:17.066898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9d53c220-e0b0-4420-9daa-00ecbf236258 · inbound

EnergyAgentBench: Benchmarking LLM Agents on Live Energy Infrastructure Data cites this paper.

EnergyAgentBench: Benchmarking LLM Agents on Live Energy Infrastructure Data LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:30.857220Z

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 3e3dde50-6ac1-476b-867f-2ca27d05bee4 · inbound

EnergyAgentBench: Benchmarking LLM Agents on Live Energy Infrastructure Data cites this paper.

EnergyAgentBench: Benchmarking LLM Agents on Live Energy Infrastructure Data LH-Bench: Skill-Grounded Evaluation of Long-Horizon Agents on Subjective Enterprise Tasks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T05:13:41.056434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.