Paper Citation Record · LEDGER

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents

As of 7 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2606.19704.

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

pith.paper-citation-record.v1
2606.19704 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T18:01:55.716141Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

35 of 35 outbound references displayed

verified exact3
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch11

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff0fd833-e034-4644-8f5e-8e0f421de361 · outbound

This paper cites Assetopsbench: Benchmarking ai agents for task automation in industrial asset operations and maintenance.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Assetopsbench: Benchmarking ai agents for task automation in industrial asset operations and maintenance

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:29:30.300789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3c4eda0b-ae80-4a80-bf17-e6c75b03229d · outbound

This paper cites 2026 , url=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents 2026 , url=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22815be2-c235-482a-8200-94c1d5d31fbe · outbound

This paper cites MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:29:30.310286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7ba79df8-d1b7-4ca3-b2ca-fd05a87bdd1c · outbound

This paper cites 2509.17158 , archivePrefix=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents 2509.17158 , archivePrefix=

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:29:30.295775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 01bd111a-95b1-4b04-9342-e53a24e019e2 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Advances in Neural Information Processing Systems , volume=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab7e4b51-be0e-434d-b848-d4eecba4f45a · outbound

This paper cites General Agent Evaluation.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents General Agent Evaluation

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.290814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 47094d9c-34d2-4008-90f0-43fa7578114a · outbound

This paper cites arXiv preprint arXiv:2603.08171 , year=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents arXiv preprint arXiv:2603.08171 , year=

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:29:30.338616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fc703a00-ea42-42f0-bd74-c7bd8777267c · outbound

This paper cites International Conference on Learning Representations , volume=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents International Conference on Learning Representations , volume=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a67d77-5cd2-4ca7-acfa-006c5c98a92f · outbound

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

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 9

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.282236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 440ff841-087f-4b2a-a024-ded051d40fde · outbound

This paper cites Advances in neural information processing systems , volume=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Advances in neural information processing systems , volume=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7d0ca40-f91a-422a-88f6-9443fe359276 · outbound

This paper cites 2026 , note =.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents 2026 , note =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85ccfbc5-4ee4-4b33-8164-290bec07d9ee · outbound

This paper cites 2026 , note =.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents 2026 , note =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b2363c7-cb04-4d68-bcf8-1fbe6b4d7268 · outbound

This paper cites 2026 , note =.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents 2026 , note =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a47047fe-12aa-462d-9a36-744243c73dc7 · outbound

This paper cites Skills and Knowledge Plugin.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Skills and Knowledge Plugin

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e1eb952-a265-4f20-ab76-309abf561c7a · outbound

This paper cites Skill-Knowledge-Augmented Agents on.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Skill-Knowledge-Augmented Agents on

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 005900d7-7efe-43ac-bdde-b5df9c999fa5 · outbound

This paper cites Evaluating Temporal Semantic Caching and Workflow Optimization in Agentic Plan-Execute Pipelines.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Evaluating Temporal Semantic Caching and Workflow Optimization in Agentic Plan-Execute Pipelines

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.286771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d423bbb8-69e1-4dfe-ae6f-39d39a3f53c1 · outbound

This paper cites 2026 , note =.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents 2026 , note =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e76ab5c3-f8f6-4621-82ff-5aa426845c4e · outbound

This paper cites Extending.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Extending

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 380b02eb-e37c-4ddd-a938-d11eedb96039 · outbound

This paper cites PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.332866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 92f60392-ad13-43cf-8481-f0315401c918 · outbound

This paper cites an unresolved cited work.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0d7392e-9469-4ec6-a18b-4e693a86ad3c · outbound

This paper cites , institution=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents , institution=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab315bef-0c50-4bd3-b952-6c3adc9c4c75 · outbound

This paper cites Profiling and Optimizing the.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Profiling and Optimizing the

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ee71c25-740f-4531-a9f0-5ffceded1700 · outbound

This paper cites Performance Optimization of the.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Performance Optimization of the

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed70051b-5385-4349-8506-10e18117d46a · outbound

This paper cites Multi-Modal Agent Inference Optimization for Industrial Asset Operations: Extending.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Multi-Modal Agent Inference Optimization for Industrial Asset Operations: Extending

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9234c39c-5615-44da-bf09-5cf7d4ca80fb · outbound

This paper cites Holistic Evaluation of Language Models.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Holistic Evaluation of Language Models

Reference 25

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.320599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 95f51d96-0c70-4ea5-b302-e9f97d5ac34d · outbound

This paper cites Proceedings of the 2021 conference of the North American chapter of the Association for Computational Linguistics: human language technologies , pages=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Proceedings of the 2021 conference of the North American chapter of the Association for Computational Linguistics: human language technologies , pages=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca166462-f6a9-4716-b23c-53deb31b4e73 · outbound

This paper cites Proceedings of the 58th annual meeting of the association for computational linguistics , pages=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Proceedings of the 58th annual meeting of the association for computational linguistics , pages=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae3f3cad-9b7e-41ae-8ac0-260cbc075fcc · outbound

This paper cites Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aecd48d-c9ed-4246-a7b2-43ca3d38ce7a · outbound

This paper cites AI and the Everything in the Whole Wide World Benchmark.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents AI and the Everything in the Whole Wide World Benchmark

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:29:30.305905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 168ddf07-d86c-4d5f-be00-b86a77fff2fa · outbound

This paper cites Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) , pages=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) , pages=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4d6f2a9-947a-43dc-b530-d397240f62d3 · outbound

This paper cites International conference on machine learning , pages=.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents International conference on machine learning , pages=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-26T18:01:55.716141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 162ba649-9612-4323-a7ca-b8e49fb35ba0 · outbound

This paper cites The Benchmark Lottery.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents The Benchmark Lottery

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:29:30.325999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c67cb534-4b52-42ca-9309-07186f6b271c · outbound

This paper cites Interactive Evaluation Requires a Design Science.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Interactive Evaluation Requires a Design Science

Reference 33

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.272826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fdffce0d-9d50-429e-8e1c-0a6dd516e1ac · outbound

This paper cites Results and Retrospective Analysis of the CODS 2025 AssetOpsBench Challenge.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents Results and Retrospective Analysis of the CODS 2025 AssetOpsBench Challenge

Reference 34

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.342214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 749b2ad1-4c0d-4f07-b09a-7d6e23613dc9 · outbound

This paper cites The Evaluation Trap: Benchmark Design as Theoretical Commitment.

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents The Evaluation Trap: Benchmark Design as Theoretical Commitment

Reference 35

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T03:29:30.314635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.