Paper Citation Record · LEDGER

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents

As of 9 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2607.27083.

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

pith.paper-citation-record.v1
2607.27083 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-30T11:41:15.166989Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

54 of 54 outbound references displayed

verified exact1
verified fuzzy0
unresolved53
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ebebd501-6a08-445d-a6be-144f808dc0b0 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents International Conference on Learning Representations (ICLR) , year =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:09.473317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a596185-acfa-401f-a1bf-deecf942ef6f · outbound

This paper cites MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:09.567817Z

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Observation 889a9cfd-f6d9-4821-b056-b2f3a6046e15 · outbound

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

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:09.647308Z

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Observation a940c768-4480-4847-903c-17a989b7c168 · outbound

This paper cites WorkBench: a Benchmark Dataset for Agents in a Realistic Workplace Setting.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents WorkBench: a Benchmark Dataset for Agents in a Realistic Workplace Setting

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:09.738070Z

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Observation d4b5b57d-4a27-44b0-83f0-796b42464d5a · outbound

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

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:09.824756Z

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Unavailable: canonical work link unavailable.

Observation 7c4f3490-9ad7-43a7-942b-17194659417b · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents International Conference on Learning Representations (ICLR) , year =

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:09.934755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22af9653-640c-4cb7-8b27-a4d92c9ad09a · outbound

This paper cites AI Agents That Matter.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents AI Agents That Matter

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:10.104752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ebdb479-019c-4022-9933-8407a500c1ea · outbound

This paper cites EcoAct: Economic Agent Determines When to Register What Action.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents EcoAct: Economic Agent Determines When to Register What Action

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:10.324757Z

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Unavailable: canonical work link unavailable.

Observation b2362c94-5d9b-4fa2-9bdd-6465a3828cc4 · outbound

This paper cites To Call or Not to Call: A Framework to Assess and Optimize LLM Tool Calling.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents To Call or Not to Call: A Framework to Assess and Optimize LLM Tool Calling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:10.434754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06444096-2823-4c01-af41-2241f9e4112e · outbound

This paper cites LLM Agents Already Know When to Call Tools -- Even Without Reasoning.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents LLM Agents Already Know When to Call Tools -- Even Without Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.034747Z

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Observation 22863ce7-3670-4b8c-91c7-778d51319586 · outbound

This paper cites arXiv preprint arXiv:2603.19896 , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents arXiv preprint arXiv:2603.19896 , year =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.164831Z

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Observation 5dcf4d60-0c7a-488d-8e35-e03cf377f198 · outbound

This paper cites arXiv preprint arXiv:2511.17006 , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents arXiv preprint arXiv:2511.17006 , year =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.244747Z

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Observation a439647e-ddc7-4a67-a652-339bab6e4491 · outbound

This paper cites Proceedings of NAACL , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Proceedings of NAACL , year =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.334739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43776f48-29f5-4bee-aea0-7e1e1f490846 · outbound

This paper cites Findings of ACL , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Findings of ACL , year =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.434744Z

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Unavailable: canonical work link unavailable.

Observation 31bc4125-3728-47f6-ab72-b487218e7b7d · outbound

This paper cites IEEE/CVF International Conference on Computer Vision (ICCV) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents IEEE/CVF International Conference on Computer Vision (ICCV) , year =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.534745Z

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Unavailable: canonical work link unavailable.

Observation 2a07523e-6e4d-428a-94da-6b4f74fd538b · outbound

This paper cites How Many Tools Should an LLM Agent See? A Chance-Corrected Answer.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents How Many Tools Should an LLM Agent See? A Chance-Corrected Answer

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.694740Z

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Observation 77749feb-6ff4-4dc6-af6e-30a89fa82eda · outbound

This paper cites Proceedings of SIGIR , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Proceedings of SIGIR , year =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.838348Z

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Observation d2f01cd8-96fd-41ab-bf96-3796d029509e · outbound

This paper cites Proceedings of SIGIR , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Proceedings of SIGIR , year =

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:11.934735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa29255d-e291-4a56-82d1-ccfeeb837e24 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents International Conference on Learning Representations (ICLR) , year =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.084745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebef665b-ad15-4388-8ecd-aaa35c6ca041 · outbound

This paper cites AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.194842Z

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Unavailable: canonical work link unavailable.

Observation c29bcffd-59f1-445b-b315-fb8e4ef2aec8 · outbound

This paper cites Active Retrieval Augmented Generation.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Active Retrieval Augmented Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.294744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 160132ca-6e0f-46db-af06-c4f2b8477182 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents International Conference on Learning Representations (ICLR) , year =

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.384738Z

Source-reported events for the cited work

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Observation b867cdda-c7b4-42ce-9f58-526ed70c46a8 · outbound

This paper cites NAACL , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents NAACL , year =

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.494741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d78d62b-5fb7-4da9-85bf-212d18cc61b2 · outbound

This paper cites ACL , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents ACL , year =

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.634741Z

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Unavailable: canonical work link unavailable.

Observation dfba0d73-f869-4695-a8c1-bf4e91d9cfe7 · outbound

This paper cites arXiv preprint arXiv:2510.14337 , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents arXiv preprint arXiv:2510.14337 , year =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.720490Z

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Unavailable: canonical work link unavailable.

Observation 55970734-27d9-4997-9da3-ff6359dbfe98 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:12.799334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db172638-6244-4847-b507-04b5731c2b92 · outbound

This paper cites Econometrica , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Econometrica , volume =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.044738Z

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Observation 4dca4468-08e3-4400-9c3a-ea5793d62cb5 · outbound

This paper cites ACM SIGecom Exchanges , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents ACM SIGecom Exchanges , volume =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.101992Z

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Observation de357403-195f-4839-96aa-d152934b37e0 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Proceedings of the AAAI Conference on Artificial Intelligence , year =

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.166640Z

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Unavailable: canonical work link unavailable.

Observation 550833e9-c6b6-4f49-b7c6-1eee54d27fd0 · outbound

This paper cites arXiv preprint arXiv:2510.01394 , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents arXiv preprint arXiv:2510.01394 , year =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.294741Z

Source-reported events for the cited work

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Observation 8f43c3a6-cac4-46ae-b495-ccc8b7374e0b · outbound

This paper cites Post-estimation Adjustments in Data-driven Decision-making with Applications in Pricing.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Post-estimation Adjustments in Data-driven Decision-making with Applications in Pricing

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.354739Z

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Observation 2135cdcd-5b30-4d02-afdb-ca026cb9ea0f · outbound

This paper cites Management Science , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Management Science , volume =

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.408723Z

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Observation 83283af6-6d42-4cf5-8bda-6a3882a70044 · outbound

This paper cites Journal of Artificial Intelligence Research , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Journal of Artificial Intelligence Research , volume =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.441601Z

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Observation a4785378-c47c-4877-8986-d78cc8555c1e · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Proceedings of the AAAI Conference on Artificial Intelligence , year =

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.474598Z

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Unavailable: canonical work link unavailable.

Observation 5ec75ed1-a61a-4014-a2ce-59cdca5799a2 · outbound

This paper cites International Conference on Machine Learning (ICML) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents International Conference on Machine Learning (ICML) , year =

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.553752Z

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Observation b0e306ed-4114-40aa-875a-b0a0729cf3ae · outbound

This paper cites The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.586145Z

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Observation e3b1b63a-d31f-46b4-931d-4386e588f629 · outbound

This paper cites IJCAI , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents IJCAI , year =

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.635890Z

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Observation e1c13b78-6937-420c-b672-bfc77e11378c · outbound

This paper cites Journal of the American Statistical Association , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Journal of the American Statistical Association , volume =

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.695810Z

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Observation 0986cda3-40ee-493a-b562-e9b29110abd5 · outbound

This paper cites The Econometrics Journal , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents The Econometrics Journal , volume =

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.728292Z

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Observation bec599cf-9abb-44a3-afd1-e1503970d28e · outbound

This paper cites Electronic Journal of Statistics , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Electronic Journal of Statistics , volume =

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.831173Z

Source-reported events for the cited work

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Observation 07f8b9a2-d5a1-48ad-974d-88e5b0f21914 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.880973Z

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Observation 6c904f0a-6bb0-41f6-93ba-f78ef4c2f857 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:13.939534Z

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Observation 8f8aa17d-4eda-4fde-bf82-08f1d7b5a438 · outbound

This paper cites an unresolved cited work.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.036043Z

Source-reported events for the cited work

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Observation 245b8be1-7a26-462b-b662-dc278db9766d · outbound

This paper cites Calibrate-Then-Act: Cost-Aware Exploration in.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Calibrate-Then-Act: Cost-Aware Exploration in

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.201352Z

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Observation e674fe78-fa1e-4512-8fbd-a3d1fc17762e · outbound

This paper cites arXiv preprint arXiv:2602.11541 , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents arXiv preprint arXiv:2602.11541 , year =

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.374740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 047c3362-1737-431e-a579-43d978b1045b · outbound

This paper cites Acting Less is Reasoning More!.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Acting Less is Reasoning More!

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.424642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee9262b9-6790-4121-9cb1-09fae8086b4f · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2025 , year =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Findings of the Association for Computational Linguistics: ACL 2025 , year =

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.509867Z

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Observation c537e522-4086-450a-92cf-2dbe41b596ba · outbound

This paper cites an unresolved cited work.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.584476Z

Source-reported events for the cited work

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Observation 9ec8b287-da88-4305-9592-e07a6b0f6292 · outbound

This paper cites Operations Research , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Operations Research , volume =

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.678179Z

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Observation 6f1e4b64-40ce-4325-b50a-c3b64bcee5df · outbound

This paper cites Operations Research , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Operations Research , volume =

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.804601Z

Source-reported events for the cited work

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Observation c30acf2e-6645-4c2f-bcfe-5d4211943afc · outbound

This paper cites Zico , title =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Zico , title =

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.888549Z

Source-reported events for the cited work

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Observation fed400dd-42a2-4906-aee3-46c5a68bf872 · outbound

This paper cites Mathematics of Operations Research , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Mathematics of Operations Research , volume =

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:14.937164Z

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Observation 296f4ecc-638a-4e3b-8a08-34a8c0d843f8 · outbound

This paper cites Journal of Economic Theory , volume =.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Journal of Economic Theory , volume =

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-30T11:41:15.007267Z

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Observation c489dd9f-f94a-4829-a647-e03730360aab · outbound

This paper cites Online Pandora's Box for Contextual LLM Cascading.

Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents Online Pandora's Box for Contextual LLM Cascading

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-07-30T11:46:29.087257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.