Paper Citation Record · LEDGER

Uncovering Uncertainty in Transformer Inference

As of 24 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2412.05768.

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

pith.paper-citation-record.v1
2412.05768 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:27:30.722670Z

measured 15 of 15 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

15 of 15 outbound references displayed

verified exact0
verified fuzzy8
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b0c7b42d-0497-45cb-93f9-1dd949d48d0c · outbound

This paper cites Analyzing transformers in embedding space.

Uncovering Uncertainty in Transformer Inference Analyzing transformers in embedding space

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.884672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation adbc6cc9-2bba-4c3c-91e3-cd7e1bd327bb · outbound

This paper cites an unresolved cited work.

Uncovering Uncertainty in Transformer Inference Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:27:30.873636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 26cdf681-97d7-4188-a258-2f94697c7607 · outbound

This paper cites A mathematical framework for transformer circuits.

Uncovering Uncertainty in Transformer Inference A mathematical framework for transformer circuits

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T20:27:30.678939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ec5987f-3430-4c98-9400-2e6ba9c6f46b · outbound

This paper cites Srivastava, and Jürgen Schmidhuber.

Uncovering Uncertainty in Transformer Inference Srivastava, and Jürgen Schmidhuber

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.850310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9274418a-1b5f-424a-920d-a538600c2de2 · outbound

This paper cites Deep residual learning for image recognition.

Uncovering Uncertainty in Transformer Inference Deep residual learning for image recognition

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T20:27:30.690277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e656cc5-d5fc-41a4-b25c-0d55e010738b · outbound

This paper cites Brown, Prafulla Dhariwal, Scott Gray, Chris Hallacy, Benjamin Mann, Alec Radford, Aditya Ramesh, Nick Ryder, Daniel M.

Uncovering Uncertainty in Transformer Inference Brown, Prafulla Dhariwal, Scott Gray, Chris Hallacy, Benjamin Mann, Alec Radford, Aditya Ramesh, Nick Ryder, Daniel M

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T20:27:30.694039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5133498f-2c59-4197-9125-8790f2d7513a · outbound

This paper cites Residual connections encourage iterative inference.

Uncovering Uncertainty in Transformer Inference Residual connections encourage iterative inference

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T20:27:30.698250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 119b913d-7a80-467f-9d57-1dad9bcc617c · outbound

This paper cites The remarkable robustness of LLMs: Stages of inference? In ICML 2024 Workshop on Mechanistic Interpretability, 2024.

Uncovering Uncertainty in Transformer Inference The remarkable robustness of LLMs: Stages of inference? In ICML 2024 Workshop on Mechanistic Interpretability, 2024

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T20:27:30.701784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95178812-301c-4739-81a9-4658322e933f · outbound

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

Uncovering Uncertainty in Transformer Inference Interpreting gpt: The logit lens., 2020

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.813309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ec654105-dac7-4a8a-9a85-06adb5582b84 · outbound

This paper cites Park, Simon Goldstein, Aidan O’Gara, Michael Chen, and Dan Hendrycks.

Uncovering Uncertainty in Transformer Inference Park, Simon Goldstein, Aidan O’Gara, Michael Chen, and Dan Hendrycks

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.801934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9fe60373-be97-4a31-94e8-23d8693e4669 · outbound

This paper cites Language models are unsupervised multitask learners.

Uncovering Uncertainty in Transformer Inference Language models are unsupervised multitask learners

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.790769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5e9b55af-15ec-441e-ae7e-8d550baf43d6 · outbound

This paper cites Epie dataset: A corpus for possible idiomatic expressions.

Uncovering Uncertainty in Transformer Inference Epie dataset: A corpus for possible idiomatic expressions

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.778450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e4e2ae2d-3c21-4f78-bd5e-a6840a5061ce · outbound

This paper cites Attention is all you need.

Uncovering Uncertainty in Transformer Inference Attention is all you need

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.766797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a30477c5-0a93-499f-8dc5-4bdaa24cae52 · outbound

This paper cites Transformers learn in-context by gradient descent.

Uncovering Uncertainty in Transformer Inference Transformers learn in-context by gradient descent

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:27:30.755278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 72ef7c24-23e8-4e8d-9217-36284248761c · outbound

This paper cites an unresolved cited work.

Uncovering Uncertainty in Transformer Inference Unresolved cited work

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-11T20:27:30.682686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.