Paper Citation Record · LEDGER

The Remarkable Robustness of LLMs: Stages of Inference?

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 inbound Pith citation observations for arXiv:2406.19384.

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

pith.paper-citation-record.v1
2406.19384 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 25 of 25 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:51:29.388920Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a654d5d1-edbd-4ce2-afe2-d0892f8af7e4 · inbound

Fine, I'll Merge It Myself: A Multi-Fidelity Framework for Automated Model Merging cites this paper.

Fine, I'll Merge It Myself: A Multi-Fidelity Framework for Automated Model Merging The Remarkable Robustness of LLMs: Stages of Inference?

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T23:51:29.388920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61a54966-ee67-49b2-a9fb-331a09beded8 · inbound

Beyond Black-Box Obfuscation: Mechanistic Analysis and Defense of White-Box Monitors cites this paper.

Beyond Black-Box Obfuscation: Mechanistic Analysis and Defense of White-Box Monitors The Remarkable Robustness of LLMs: Stages of Inference?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:31.973605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b265ef34-00a9-421e-bd21-937881fd8511 · inbound

Understanding Gated Neurons in Transformers from Their Input-Output Functionality cites this paper.

Understanding Gated Neurons in Transformers from Their Input-Output Functionality The Remarkable Robustness of LLMs: Stages of Inference?

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:37.957863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 812f38d5-6cd1-4929-875a-da40cf98fb9d · inbound

Linear Representation Transferability Hypothesis: Leveraging Small Models to Steer Large Models cites this paper.

Linear Representation Transferability Hypothesis: Leveraging Small Models to Steer Large Models The Remarkable Robustness of LLMs: Stages of Inference?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:07:10.354834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6702f10c-f495-4eac-bf04-e8d18effed0e · inbound

Learning to Skip the Middle Layers of Transformers cites this paper.

Learning to Skip the Middle Layers of Transformers The Remarkable Robustness of LLMs: Stages of Inference?

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T22:40:54.981734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15260112-6cda-4033-a44c-29575caf9855 · inbound

Insights into a radiology-specialised multimodal large language model with sparse autoencoders cites this paper.

Insights into a radiology-specialised multimodal large language model with sparse autoencoders The Remarkable Robustness of LLMs: Stages of Inference?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T16:40:42.392391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42db2199-7a9f-4050-8f3e-27332a68706c · inbound

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network cites this paper.

The Algorithm Is Not the Behavior: Learned Priors Override Look-Ahead in a Chess-Playing Neural Network The Remarkable Robustness of LLMs: Stages of Inference?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T14:24:14.819716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67e16de0-5a18-4a4a-87b0-0b4dbd188375 · inbound

Prompt the Unseen: Evaluating Visual-Language Alignment Beyond Supervision cites this paper.

Prompt the Unseen: Evaluating Visual-Language Alignment Beyond Supervision The Remarkable Robustness of LLMs: Stages of Inference?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T13:24:17.585404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f189a41-bd27-481e-a0a4-1c64ccae8641 · inbound

On the Limits of Layer Pruning for Generative Reasoning in Large Language Models cites this paper.

On the Limits of Layer Pruning for Generative Reasoning in Large Language Models The Remarkable Robustness of LLMs: Stages of Inference?

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:40:46.214275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cf2dc83d-7b69-414e-95ae-2a6ba935648b · inbound

Inverse Depth Scaling From Most Layers Being Similar cites this paper.

Inverse Depth Scaling From Most Layers Being Similar The Remarkable Robustness of LLMs: Stages of Inference?

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T04:07:45.895819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daa73a9e-7113-49c6-9d26-6a650d8fbc5a · inbound

From Words to Amino Acids: Does the Curse of Depth Persist? cites this paper.

From Words to Amino Acids: Does the Curse of Depth Persist? The Remarkable Robustness of LLMs: Stages of Inference?

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:16:30.977148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb2f694b-82ae-4c19-818b-17b72dfd5383 · inbound

When Does Sparsity Mitigate the Curse of Depth in LLMs cites this paper.

When Does Sparsity Mitigate the Curse of Depth in LLMs The Remarkable Robustness of LLMs: Stages of Inference?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T20:29:33.439034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa14fa85-8bc7-469a-8d3a-ea358e909a99 · inbound

A Mechanistic Analysis of Looped Reasoning Language Models cites this paper.

A Mechanistic Analysis of Looped Reasoning Language Models The Remarkable Robustness of LLMs: Stages of Inference?

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:41:02.710861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d28ba6f-b72b-4a56-9343-362ffd474b46 · inbound

Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task cites this paper.

Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task The Remarkable Robustness of LLMs: Stages of Inference?

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:16:07.389361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a5e80422-6f3a-4f56-9790-edc3f09eb6f9 · inbound

Cell-Based Representation of Relational Binding in Language Models cites this paper.

Cell-Based Representation of Relational Binding in Language Models The Remarkable Robustness of LLMs: Stages of Inference?

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:06:04.760991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d74f777-82aa-408e-837f-4c0637940fbc · inbound

Structural Instability of Feature Composition cites this paper.

Structural Instability of Feature Composition The Remarkable Robustness of LLMs: Stages of Inference?

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:41:36.522232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c8ae7e32-74cf-45e2-8910-a39fb80b189c · inbound

Uncovering the Latent Potential of Deep Intermediate Representations cites this paper.

Uncovering the Latent Potential of Deep Intermediate Representations The Remarkable Robustness of LLMs: Stages of Inference?

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:36:39.296062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d8c55234-51a9-49ce-aa4f-ad3e692b566d · inbound

Training-Free Looped Transformers cites this paper.

Training-Free Looped Transformers The Remarkable Robustness of LLMs: Stages of Inference?

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-25T04:36:36.800372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9b4e97e7-8d9f-462f-b89e-76dd98bb409e · inbound

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers cites this paper.

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers The Remarkable Robustness of LLMs: Stages of Inference?

Reference 82

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T23:32:46.695127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fcea9477-0019-4a7c-b960-d0a1b88c56e8 · inbound

Inside the LLM Word Factory cites this paper.

Inside the LLM Word Factory The Remarkable Robustness of LLMs: Stages of Inference?

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:17:29.458433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d3883fc-b8ba-4272-a646-b2dbef96ab77 · inbound

Tapered Language Models cites this paper.

Tapered Language Models The Remarkable Robustness of LLMs: Stages of Inference?

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:09:44.018958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f54d3699-aab8-4f07-8478-f95648c7009a · inbound

Gradient Smoothing: Coupling Layer-wise Updates for Improved Optimization cites this paper.

Gradient Smoothing: Coupling Layer-wise Updates for Improved Optimization The Remarkable Robustness of LLMs: Stages of Inference?

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:25:41.242571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7a530284-4b68-4d63-9363-2b54b34371ab · inbound

Verbalizable Representations Form a Global Workspace in Language Models cites this paper.

Verbalizable Representations Form a Global Workspace in Language Models The Remarkable Robustness of LLMs: Stages of Inference?

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-01T23:15:27.971817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf6cf282-fc70-4d4e-94e3-7cd519c5a8df · inbound

Understanding Is Done Early: A Depth Division of Labor in Large Language Models and Its Use for Unbounded-Context Memory cites this paper.

Understanding Is Done Early: A Depth Division of Labor in Large Language Models and Its Use for Unbounded-Context Memory The Remarkable Robustness of LLMs: Stages of Inference?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T12:56:45.090058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7588c714-a9d7-4d43-b864-946aad9c4382 · inbound

Divergent large language model predictions from convergent representations in ambiguous word pairs cites this paper.

Divergent large language model predictions from convergent representations in ambiguous word pairs The Remarkable Robustness of LLMs: Stages of Inference?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T20:22:22.995870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.