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Paper Citation Record · LEDGER

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend

As of 10 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2608.04714.

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

pith.paper-citation-record.v1
2608.04714 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:22:29.948200Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy9
  • unresolved6
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 26447790-e3c1-40b9-9077-cafe40777bb2 · outbound

This paper cites D Inter-Backend Agreement Analysis To complement aggregate mean-divergence met- rics, we assess whether backends agree onwhich questionsa modelanswers correctly.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend D Inter-Backend Agreement Analysis To complement aggregate mean-divergence met- rics, we assess whether backends agree onwhich questionsa modelanswers correctly

Reference 4

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T18:22:30.157322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 621489ed-5461-410f-a0fe-874d2b7c9f2e · outbound

This paper cites InProceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022, pages 8086–8098.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend InProceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022, pages 8086–8098

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:31.835655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:28.672881Z digest=sha256:3f3b77af6d71619a6bd9aaf22f7cd01ab8ed4b7542c7a3785ec45fbbcdea7ee1

Observation 485ce8da-c92a-45ea-ae6d-8642fdf06ee8 · outbound

This paper cites an unresolved cited work.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:22:31.160252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:29.050073Z digest=sha256:4776a35e1e394647626a7c2bccded97efac90f2e141206a57b129ad82052c0ca

Observation a9cb238a-6098-4805-b5f6-9a1f3a7b3886 · outbound

This paper cites InFind- ings of the Association for Computational Linguistics: ACL 2022, Dublin, Ireland, May 22-27, 2022, volume ACL 2022 ofFindings of ACL, pages 2086–2105.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend InFind- ings of the Association for Computational Linguistics: ACL 2022, Dublin, Ireland, May 22-27, 2022, volume ACL 2022 ofFindings of ACL, pages 2086–2105

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:31.019529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:29.418776Z digest=sha256:e354c6ffb9ca5a612972fd07646b8cd5155c6513f6cba62fe3c60a1bd884b43c

Observation e4e084fc-d0ca-463a-8065-b88d190a5622 · outbound

This paper cites InThe Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11,.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend InThe Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:30.879469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:29.561011Z digest=sha256:cf31e287a85da82c710097143adbfc236621d254eefe2a4f8b68e380db4cd646

Observation 674da63f-f0e9-40e2-9cd7-69cdcb1e6dfe · outbound

This paper cites InForty-first International Conference on Machine Learning, ICML 2024, Vienna, Austria, July 21-27, 2024, volume 235 ofProceedings of Machine Learning Research, pages 50043–50064.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend InForty-first International Conference on Machine Learning, ICML 2024, Vienna, Austria, July 21-27, 2024, volume 235 ofProceedings of Machine Learning Research, pages 50043–50064

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:30.599223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:29.703975Z digest=sha256:d6359ce06f21aa35642c58d0636ef8f6849f717ead5d383f75a55fdc06368c7d

Observation 4482119c-1850-48d6-b438-93b7641eebef · outbound

This paper cites an unresolved cited work.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:22:30.489353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:29.800756Z digest=sha256:c49dd73d608c483598e231e81b33466a8860af0e53304c28158363d914c9a4c6

Observation 14717d55-e6ca-4903-9f3d-0b61974ba8b6 · outbound

This paper cites an unresolved cited work.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:22:30.320468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:29.898185Z digest=sha256:ff01d53dccfe0423c9cc26688fd1b12e4df246c02f9d9f05ece24fc306621aa9

Observation 3cd81c42-988e-4002-93f2-46648b26d85e · outbound

This paper cites InProceedings of the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017, Vancouver, Canada, July 30 - August 4, Volume 1: Long Papers, pages 1601–1611.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend InProceedings of the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017, Vancouver, Canada, July 30 - August 4, Volume 1: Long Papers, pages 1601–1611

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:32.447106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:28.274455Z digest=sha256:f3e9fa0c51619bc978d124b07c47776afe61278b49f7f308b5f0747998576cff

Observation e787555d-0ada-4d70-89b4-998b2c209f89 · outbound

This paper cites Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-06T18:22:28.042785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:22:28.042785Z digest=sha256:b380f940392433412b23c40781cdde55a700732ac96036567e14d35f3c0e76a0

Observation c32e3082-5072-4fb3-b080-0767f9d12f23 · outbound

This paper cites In9th International Conference on Learn- ing Representations, ICLR 2021, Virtual Event, Austria, May 3-7,.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend In9th International Conference on Learn- ing Representations, ICLR 2021, Virtual Event, Austria, May 3-7,

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:32.641194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:28.114075Z digest=sha256:a79a89f86c37f6c0578c2cce0550362f2aa867487623aeabeb64c279f193c2e7

Observation 227a5cbf-e67d-4f47-bc6d-0397edb2dc9f · outbound

This paper cites InProceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022, pages 3214–3252.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend InProceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022, pages 3214–3252

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:32.102650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:28.548279Z digest=sha256:2cb881de24f1111e4c98254ffa9065cf8f814a99b0849068c8352872eb3d035e

Observation 7bedeac6-339f-44e7-b551-6a70e8ac8163 · outbound

This paper cites InProceedings of the 29th Symposium on Operating Systems Principles, SOSP 2023, Koblenz, Germany, October 23-26, 2023, pages 611–626.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend InProceedings of the 29th Symposium on Operating Systems Principles, SOSP 2023, Koblenz, Germany, October 23-26, 2023, pages 611–626

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:32.228677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:28.411644Z digest=sha256:9271e43824f00c5c955cd8383f7a3a2fb86938b28cc3e6bad7fbca0af7b95606

Observation b4323e58-5be1-4c03-b9fb-a3a956c8e5f3 · outbound

This paper cites Lessons from the Trenches on Reproducible Evaluation of Language Models.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend Lessons from the Trenches on Reproducible Evaluation of Language Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T18:22:28.014619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:22:28.014619Z digest=sha256:a3bc85491a8a8bc12efeb8f844172b7a4f2bdb7040c35e79ba39c39f480eb7b6

Observation ca63beb0-c544-4816-9bbe-edca083dcec7 · outbound

This paper cites Association for Computa- tional Linguistics.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend Association for Computa- tional Linguistics

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:22:31.461213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:22:28.847204Z digest=sha256:205a35db217f1ef7565a89fad8add6026398946f4993bee98899d1105a4c9577

Observation e0e363b8-ed6c-4057-b3ce-0d966da20ec5 · outbound

This paper cites The Silent Hyperparameter: Quantifying the Impact of Inference Backends on LLM Reproducibility.

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend The Silent Hyperparameter: Quantifying the Impact of Inference Backends on LLM Reproducibility

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-06T18:22:29.255940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:22:29.255940Z digest=sha256:ee4cb38198acf07dc2dc6cfe8b4e57cd4968fa84ae726c887a2866e1a16e9902

Pith citing papers

No inbound Pith citation observations are available.