Paper Citation Record · LEDGER

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2505.20921.

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

pith.paper-citation-record.v1
2505.20921 v2

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:49:15.517966Z

measured 31 of 31 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

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65185103-439b-4ef7-981b-6ab941eb30ee · outbound

This paper cites online" 'onlinestring :=.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:11.077176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c5f34e5-dae3-4798-9a32-944ae76804e4 · outbound

This paper cites write newline.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:11.235194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe0f8749-e667-42ea-8b8b-03a9b8158897 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:18.101648Z

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.

Observation 7cdf8b1b-b7ee-4930-9803-cd5cd4a6a878 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:17.837451Z

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.

Observation 2f6cb427-4095-4329-b4d5-dadf5a25ee3f · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:17.552722Z

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.

Observation 76e69fca-0215-4d4e-9796-9e72ee373b4c · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:17.268692Z

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.

Observation 7a7bd3d4-228a-453d-8c28-86c54f0d35bb · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:12.015739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57cd490b-d63f-4b5b-949b-5a12b873be3d · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:12.191673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 630f9c63-3327-436a-b33c-ac091dcc5148 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:16.970260Z

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.

Observation a16cf78c-5e29-4ba4-8740-c5bd50262525 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:16.777084Z

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.

Observation 6f1fa40d-166c-4450-8436-d4e0946abda1 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:16.596761Z

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.

Observation 479533fb-7694-4953-ae54-a4ef3fb5b367 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:12.741674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 016f2a69-c494-44d9-8e99-3f7d8d086189 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:12.898945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c5c169-aae6-43a9-8b64-ed41d147c4e0 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:13.023746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c45ece-ba0b-4d31-b9f5-84625bc5b528 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:13.157283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b9f5db7-f39b-47f3-8719-4eba6290eab9 · outbound

This paper cites Large Language Models Cannot Self-Correct Reasoning Yet.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Large Language Models Cannot Self-Correct Reasoning Yet

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:13.323313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d068a86-5975-4136-9530-c8d759c62d38 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:16.412792Z

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.

Observation e8138e1c-9566-4986-846d-c4dca39c0b56 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:13.614414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df47050c-ff00-443e-9633-04b432329f74 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:13.759568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4df71fef-6481-427f-98e6-3b7f5fb961e9 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:13.892791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8070c26f-0ca0-4623-9585-6753236de3e4 · outbound

This paper cites SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:14.027791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5985be85-503e-47bf-8300-ba8d481253bc · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:14.186623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cdfc687-1dbf-427b-8eaf-196e295edaa5 · outbound

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

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models RouteLLM: Learning to Route LLMs with Preference Data

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:14.370397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 798c1ac6-29af-4dfc-87a7-f4cc25ace2c8 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:16.247772Z

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.

Observation 7b88be03-de8c-4540-a31f-abbbdbfa8730 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:49:16.063165Z

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.

Observation 53ac04d3-1a64-406e-b6e5-01cbb19ca874 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:14.856743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4abfe12-ef62-4169-9a24-4de96052ec55 · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:15.006610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a91040d7-a5a9-4f62-b6bc-158fa03beafc · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:15.135910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82d3e7f9-d54c-49fa-964a-747fe7ec9241 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:15.274531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5633697e-c5fa-4771-8ab3-a3899207e785 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:15.395684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6db1b67-d0c0-4766-b98f-ebd3da209af7 · outbound

This paper cites an unresolved cited work.

Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T13:49:15.517966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.