Paper Citation Record · LEDGER

The Hard Decision Layer: Evidence for Committed Inference in Transformers

As of 23 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2607.21613.

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

pith.paper-citation-record.v1
2607.21613 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:18:21.821560Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

39 of 39 outbound references displayed

verified exact0
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 860fbfd1-0e7e-4e5c-a87a-3448dc22e79b · outbound

This paper cites , note =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers , note =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:17.400337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ead336b4-f24a-4cab-9dfc-f0e2d48355cd · outbound

This paper cites , author=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers , author=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:17.526701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e93f8c4-498a-49e5-89ce-80616ad580e3 · outbound

This paper cites arXiv preprint arXiv:2510.18871 , year=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers arXiv preprint arXiv:2510.18871 , year=

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:17.632551Z

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Unavailable: canonical work link unavailable.

Observation 1a8014d5-a4ed-42cf-a712-97ca56500c97 · outbound

This paper cites Scalable training of.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Scalable training of

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:17.796807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94182d21-cb89-4434-b967-813834b5a397 · outbound

This paper cites Tetreault , title =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Tetreault , title =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:17.950894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5623d5fe-9851-47ac-8c30-4c24525259c8 · outbound

This paper cites an unresolved cited work.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.077630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a22b9ef1-2898-4a67-bd80-264954a6c162 · outbound

This paper cites Zhao and Eric Wallace and Shi Feng and Dan Klein and Sameer Singh , title =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Zhao and Eric Wallace and Shi Feng and Dan Klein and Sameer Singh , title =

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.197849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a889dd1d-41db-483e-997e-9a8e096ca250 · outbound

This paper cites The Twelfth International Conference on Learning Representations (.

The Hard Decision Layer: Evidence for Committed Inference in Transformers The Twelfth International Conference on Learning Representations (

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.315010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0f242c-beb3-4283-89d8-a238bd9787d8 · outbound

This paper cites A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.425313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25b581fa-95ae-4e6b-82bb-d3e1856fb86f · outbound

This paper cites Transformer Circuits Thread , year =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Transformer Circuits Thread , year =

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.515533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cfce6b7-7785-4725-bf3b-8a5bf2120b19 · outbound

This paper cites 2022 , howpublished =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers 2022 , howpublished =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.632608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f685a457-fedb-4faf-9c96-4a557beccbf5 · outbound

This paper cites Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , pages =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , pages =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.729682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d40c21bd-917e-4b38-8982-4524436391c2 · outbound

This paper cites Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.843298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7523664-0b7c-48ed-b3f9-cc7ba6e9f2ea · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:18.957123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18fd2477-8b3d-48d7-a146-87588252df40 · outbound

This paper cites Thirty-seventh Conference on Neural Information Processing Systems , year =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Thirty-seventh Conference on Neural Information Processing Systems , year =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.054011Z

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Unavailable: canonical work link unavailable.

Observation 7ed42a93-e41f-4837-ae53-74f1e080e56b · outbound

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

The Hard Decision Layer: Evidence for Committed Inference in Transformers The Thirteenth International Conference on Learning Representations , year =

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.182259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c69832b-9257-4314-bc1e-668e01ddf165 · outbound

This paper cites LessWrong , year=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers LessWrong , year=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.298005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b08a335e-33c5-4b12-a1ff-957bda38537c · outbound

This paper cites Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics , pages=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics , pages=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.386433Z

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Unavailable: canonical work link unavailable.

Observation a030bab7-ca38-446d-9d81-52039b570fbe · outbound

This paper cites Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics , pages =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics , pages =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.523001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce61da4d-b62b-47cb-a545-bd17aff10106 · outbound

This paper cites Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing , pages=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.622850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3be8fa09-e7c5-482e-bef0-97f26c7b308e · outbound

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

The Hard Decision Layer: Evidence for Committed Inference in Transformers Advances in Neural Information Processing Systems , volume =

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.698100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 559073e1-94c3-463a-8fb7-530bcd09a772 · outbound

This paper cites Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) , pages=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) , pages=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:19.834758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdfed6ba-481f-4e6c-8899-1eea6bee1c43 · outbound

This paper cites Eliciting Latent Predictions from Transformers with the Tuned Lens.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:20.035037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 917b1870-f000-4f37-989b-0bd5e53d4ab4 · outbound

This paper cites Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems , pages=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems , pages=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:20.182585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d70bf46a-0064-491f-9121-3b0350ae5dea · outbound

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

The Hard Decision Layer: Evidence for Committed Inference in Transformers International Conference on Learning Representations , year =

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:20.347963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a491cf3-9029-4d8c-8950-f06722cc2fed · outbound

This paper cites Not All Layers of LLMs Are Necessary During Inference.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Not All Layers of LLMs Are Necessary During Inference

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:20.471944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cb6e061-88ce-486b-bd7a-385936771019 · outbound

This paper cites Proceedings of the 2022 conference on empirical methods in natural language processing , pages=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Proceedings of the 2022 conference on empirical methods in natural language processing , pages=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:20.601344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbc2c35b-20ae-44a7-8020-f1f7cee986d7 · outbound

This paper cites Looking Beyond The Top-1: Transformers Determine Top Tokens In Order.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Looking Beyond The Top-1: Transformers Determine Top Tokens In Order

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:20.738674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6fa42bd-abd6-40a3-a787-0943874909a6 · outbound

This paper cites 2024 , howpublished =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers 2024 , howpublished =

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:20.858760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 727e31b8-d2b4-4435-91c1-afffb4fd0ae5 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Measuring Massive Multitask Language Understanding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.012868Z

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Unavailable: canonical work link unavailable.

Observation 3e73a713-3e31-4943-bc92-6ab89098d122 · outbound

This paper cites ArXiv , year=.

The Hard Decision Layer: Evidence for Committed Inference in Transformers ArXiv , year=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.117330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 979554fc-5ef0-45f9-8022-939e6ec0dd6c · outbound

This paper cites The Llama 3 Herd of Models.

The Hard Decision Layer: Evidence for Committed Inference in Transformers The Llama 3 Herd of Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.204690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 557dc4d2-ebc8-4068-8800-b4c62e6195e2 · outbound

This paper cites 2024 , howpublished =.

The Hard Decision Layer: Evidence for Committed Inference in Transformers 2024 , howpublished =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.323594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7416cde7-3e72-4718-ab51-967add6845b6 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Training Verifiers to Solve Math Word Problems

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.414140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3ac06ab-f25f-4f85-a7ba-938ca20fc4c3 · outbound

This paper cites Qwen3 Technical Report.

The Hard Decision Layer: Evidence for Committed Inference in Transformers Qwen3 Technical Report

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.550254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 716bf493-ed4e-43e8-a5a8-88da89be0b43 · outbound

This paper cites CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge.

The Hard Decision Layer: Evidence for Committed Inference in Transformers CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.660849Z

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Unavailable: canonical work link unavailable.

Observation e93d6b5f-9c72-429d-b40b-b987ab49f30b · outbound

This paper cites QASC: A Dataset for Question Answering via Sentence Composition.

The Hard Decision Layer: Evidence for Committed Inference in Transformers QASC: A Dataset for Question Answering via Sentence Composition

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.714747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b4b3d0-274c-4dcf-a603-a8c74fb99b54 · outbound

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

The Hard Decision Layer: Evidence for Committed Inference in Transformers Advances in Neural Information Processing Systems , volume=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.766908Z

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Unavailable: canonical work link unavailable.

Observation f4973175-410f-4e51-8ac8-9c69f43323af · outbound

This paper cites SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines.

The Hard Decision Layer: Evidence for Committed Inference in Transformers SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T13:18:21.821560Z

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Pith citing papers

No inbound Pith citation observations are available.