Paper Citation Record · LEDGER

On the Effect of Uncertainty on Layer-wise Inference Dynamics

As of 14 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2507.06722.

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

pith.paper-citation-record.v1
2507.06722 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:59:32.508075Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

34 of 34 outbound references displayed

verified exact3
verified fuzzy8
unresolved22
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d336f8a2-a7e0-44dc-8099-da60bb4402e6 · outbound

This paper cites an unresolved cited work.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:59:35.751503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 25503c1b-86a1-4e77-b5f7-531952c767d7 · outbound

This paper cites Deep learning through the lens of example difficulty.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Deep learning through the lens of example difficulty

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:35.524519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 46a55d59-e0cb-450b-a80c-29d5aa783973 · outbound

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

On the Effect of Uncertainty on Layer-wise Inference Dynamics Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:28.994359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8345775c-65cb-4046-a5d9-d3b2812340a1 · outbound

This paper cites E., Stoica, I., and Xing, E.

On the Effect of Uncertainty on Layer-wise Inference Dynamics E., Stoica, I., and Xing, E

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:35.281786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7a685343-ead6-45e9-bf7a-671fdce7beeb · outbound

This paper cites B ool Q : Exploring the surprising difficulty of natural yes/no questions.

On the Effect of Uncertainty on Layer-wise Inference Dynamics B ool Q : Exploring the surprising difficulty of natural yes/no questions

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-06T18:59:29.181298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b2f5c58-245e-474d-bbcf-a0b0d84f8669 · outbound

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

On the Effect of Uncertainty on Layer-wise Inference Dynamics Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.260415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b9b3edf-0f70-4627-9250-bfd8c7ff85f7 · outbound

This paper cites Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.343918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a5c9f0a-f801-4bc7-a202-4c67706677a0 · outbound

This paper cites Mechanistic interpretability of large language models with applications to the financial services industry.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Mechanistic interpretability of large language models with applications to the financial services industry

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.399475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cdeb5f9-9f1c-4df4-890b-6a11f7f64845 · outbound

This paper cites The Llama 3 Herd of Models.

On the Effect of Uncertainty on Layer-wise Inference Dynamics The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.471916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 865087ad-fde8-4dae-aa51-cd65bc2903f2 · outbound

This paper cites Measuring massive multitask language understanding.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Measuring massive multitask language understanding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.548523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9057270d-6b0d-4111-8aa8-48ce1aab67e0 · outbound

This paper cites Decomposing uncertainty for large language models through input clarification ensembling.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Decomposing uncertainty for large language models through input clarification ensembling

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:34.982469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 801262d3-fa1b-4f1a-9158-9161ce8dee5f · outbound

This paper cites Mistral 7B.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Mistral 7B

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.781359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ad16639-d904-496a-bb9e-d8bf16e41224 · outbound

This paper cites On large language models' hallucination with regard to known facts.

On the Effect of Uncertainty on Layer-wise Inference Dynamics On large language models' hallucination with regard to known facts

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.891608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2713e054-d315-4ae1-af6b-1dcaf49748b3 · outbound

This paper cites Language Models (Mostly) Know What They Know.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Language Models (Mostly) Know What They Know

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:29.984797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31275d38-6eef-4637-b491-9664f86c3981 · outbound

This paper cites Qasc: A dataset for question answering via sentence composition.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Qasc: A dataset for question answering via sentence composition

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:30.156729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43b03796-5d94-4077-addf-bed3abaabb52 · outbound

This paper cites Unraveling Token Prediction Refinement and Identifying Essential Layers in Language Models.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Unraveling Token Prediction Refinement and Identifying Essential Layers in Language Models

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:59:33.273968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3f763d04-2506-402a-ac3b-88cfd2b842d2 · outbound

This paper cites RACE : Large-scale R e A ding comprehension dataset from examinations.

On the Effect of Uncertainty on Layer-wise Inference Dynamics RACE : Large-scale R e A ding comprehension dataset from examinations

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:30.442366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d071f43-4a9d-42f9-b5ee-ff7a785a1faa · outbound

This paper cites Understanding and patching compositional reasoning in LLM s.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Understanding and patching compositional reasoning in LLM s

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:30.569475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 555018f1-e781-430d-aeff-a74340fec6a1 · outbound

This paper cites Logiqa: a challenge dataset for machine reading comprehension with logical reasoning.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Logiqa: a challenge dataset for machine reading comprehension with logical reasoning

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:34.678451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a2a411d8-2f7a-499a-836b-3f352a43e866 · outbound

This paper cites Pointer sentinel mixture models.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Pointer sentinel mixture models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:34.364720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 76ab64e7-f728-4257-a539-0879201d414f · outbound

This paper cites Mistral-nemo-instruct-2407.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Mistral-nemo-instruct-2407

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:34.079422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 13b21757-d857-4a29-af16-70b440bfd808 · outbound

This paper cites Adversarial NLI : A new benchmark for natural language understanding.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Adversarial NLI : A new benchmark for natural language understanding

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:33.831825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 35290a74-191a-49d0-9a51-77580b23f5a5 · outbound

This paper cites Interpreting gpt: the logit lens, 2020.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Interpreting gpt: the logit lens, 2020

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d14be0f5-2ccd-4cd1-a61f-c1d7931f1f59 · outbound

This paper cites Getting closer to ai complete question answering: A set of prerequisite real tasks.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Getting closer to ai complete question answering: A set of prerequisite real tasks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:31.289471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e1ad826-5e17-49c5-86f4-db0615330352 · outbound

This paper cites Confident adaptive language modeling.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Confident adaptive language modeling

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:59:33.631165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 108718bd-3a94-4412-b341-cc8797d23edf · outbound

This paper cites C ommonsense QA : A question answering challenge targeting commonsense knowledge.

On the Effect of Uncertainty on Layer-wise Inference Dynamics C ommonsense QA : A question answering challenge targeting commonsense knowledge

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:31.528765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1ced753-8531-4e6a-be75-5c25375e110a · outbound

This paper cites Investigating acceleration of LL a MA inference by enabling intermediate layer decoding via instruction tuning with LITE '.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Investigating acceleration of LL a MA inference by enabling intermediate layer decoding via instruction tuning with LITE '

Reference 27

Resolution: verified exact; doi, observed 2026-08-06T18:59:32.793009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 04f5ee87-eed1-4add-ab0c-18dd005fcd37 · outbound

This paper cites UBench: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions.

On the Effect of Uncertainty on Layer-wise Inference Dynamics UBench: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:59:33.042770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 65cfce4f-cf2e-4105-b737-946e444b8598 · outbound

This paper cites LogitLens4LLMs: Extending Logit Lens Analysis to Modern Large Language Models.

On the Effect of Uncertainty on Layer-wise Inference Dynamics LogitLens4LLMs: Extending Logit Lens Analysis to Modern Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:31.866542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1f0b1d7-b7e0-42c4-ab7a-c0b00082476b · outbound

This paper cites F., and Gardner, M.

On the Effect of Uncertainty on Layer-wise Inference Dynamics F., and Gardner, M

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:31.985373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8951e6b4-910e-4079-8f8e-adcf045bcfc1 · outbound

This paper cites Do llamas work in E nglish? on the latent language of multilingual transformers.

On the Effect of Uncertainty on Layer-wise Inference Dynamics Do llamas work in E nglish? on the latent language of multilingual transformers

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:32.105856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42fd7dc8-bf15-4cc8-abcd-24f874ce0f6f · outbound

This paper cites D ee BERT : Dynamic early exiting for accelerating BERT inference.

On the Effect of Uncertainty on Layer-wise Inference Dynamics D ee BERT : Dynamic early exiting for accelerating BERT inference

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:32.237655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4b22e1d-92c7-4410-87e0-7388ed91bef5 · outbound

This paper cites H ella S wag: Can a machine really finish your sentence? In Korhonen, A., Traum, D., and M \`a rquez, L.

On the Effect of Uncertainty on Layer-wise Inference Dynamics H ella S wag: Can a machine really finish your sentence? In Korhonen, A., Traum, D., and M \`a rquez, L

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:32.381436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e01e2172-aa54-471d-babe-6b439e251476 · outbound

This paper cites write newline.

On the Effect of Uncertainty on Layer-wise Inference Dynamics write newline

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:32.508075Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.