Paper Citation Record · LEDGER

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents

As of 20 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.05519.

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

pith.paper-citation-record.v1
2608.05519 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:43:16.317350Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

21 of 21 outbound references displayed

verified exact0
verified fuzzy7
unresolved13
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 659597ea-fb42-4900-8430-21756923f0b6 · outbound

This paper cites The Twelfth International Conference on Learning Representations , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents The Twelfth International Conference on Learning Representations , url=

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:43:16.559422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 540d4d6a-d25e-405f-a995-7926d129d0b4 · outbound

This paper cites The Twelfth International Conference on Learning Representations , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents The Twelfth International Conference on Learning Representations , url=

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:43:16.547026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9efb0b8d-e725-48f2-9802-38743bedbbc5 · outbound

This paper cites The Twelfth International Conference on Learning Representations , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents The Twelfth International Conference on Learning Representations , url=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:43:16.533302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c29626ac-4453-413c-8bad-718fd1c80054 · outbound

This paper cites The Twelfth International Conference on Learning Representations , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents The Twelfth International Conference on Learning Representations , url=

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:43:16.520720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 94ab28e5-fe48-4328-945e-ef5a7bdd2d82 · outbound

This paper cites The Thirteenth International Conference on Learning Representations , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents The Thirteenth International Conference on Learning Representations , url=

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:43:16.508789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 71ec2424-6c10-4337-b04c-b3b6d1a72cab · outbound

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

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Advances in Neural Information Processing Systems , volume=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.254169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e9eede5-3a06-4dcf-a439-27ab629e8b20 · outbound

This paper cites CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.258807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f85c3036-66ab-4be4-abda-0e8467a42be8 · outbound

This paper cites Transactions on Machine Learning Research , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Transactions on Machine Learning Research , url=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:43:16.493973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation adf70123-24fd-4edd-85c8-41a72f7a6b12 · outbound

This paper cites RouteLLM: Learning to Route LLMs with Preference Data.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents RouteLLM: Learning to Route LLMs with Preference Data

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.266953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffd6475b-2809-45a2-8316-2c159b930a70 · outbound

This paper cites AI Agents That Matter.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents AI Agents That Matter

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.271252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4595344-db82-44e0-926d-64927c45c0c3 · outbound

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

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Advances in Neural Information Processing Systems , volume=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.275653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c695009-dc24-473d-bb94-30fa5d7c1afc · outbound

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

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Advances in Neural Information Processing Systems , volume=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.279797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d10fafb-803a-46a2-a30e-65aed6c94273 · outbound

This paper cites ACM Computing Surveys , volume=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents ACM Computing Surveys , volume=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.284314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea7ce1cd-4979-4515-add7-cb5c3b67a34a · outbound

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

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Advances in Neural Information Processing Systems , volume=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.288374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdd861a9-32bd-41c8-a505-5d930a42f017 · outbound

This paper cites The Thirteenth International Conference on Learning Representations , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents The Thirteenth International Conference on Learning Representations , url=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T11:43:16.479135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation db3d76ae-f07b-40a3-8434-960eb3a20ad6 · outbound

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

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Advances in Neural Information Processing Systems , volume=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.296340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de135420-e67d-49c4-abf8-298a65ac4c8e · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.300870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0772035-e8a6-4c08-b2c1-3484080f5f93 · outbound

This paper cites and Salakhutdinov, Ruslan and Manning, Christopher D.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents and Salakhutdinov, Ruslan and Manning, Christopher D

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.305094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c80a150-5199-46db-a1d1-f32ac92bb78b · outbound

This paper cites doi:10.1162/tacl_a_00475 , url=.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents doi:10.1162/tacl_a_00475 , url=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.308982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbfb03fe-d619-4e46-8674-0cf6a222a9a4 · outbound

This paper cites Know What You Don't Know: Unanswerable Questions for.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Know What You Don't Know: Unanswerable Questions for

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T11:43:16.313089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 409259aa-5331-44b4-ab56-07031f469aeb · outbound

This paper cites an unresolved cited work.

EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents Unresolved cited work

Reference 21

Resolution: parse uncertain; no resolver link, observed 2026-08-08T11:43:16.317350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.