Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T23:32:04.162140Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2501.18666.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T23:32:04.162140Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T10:05:16.708158Z
A source-named dated measurement, never combined with another source.
Source: cited_works
25 of 25 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e380227f-6a6b-4851-9171-a23503c83bae · outbound
Structure Development in List-Sorting Transformers Dynamical versus Bayesian Phase Transitions in a Toy Model of Superposition
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6629d613-1d01-4573-8772-d29cd0a8e177 · outbound
Structure Development in List-Sorting Transformers Sparse Autoencoders Find Highly Interpretable Features in Language Models
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6db12390-48a0-49f9-a2d5-f2cf4d168b88 · outbound
Structure Development in List-Sorting Transformers Successor Heads: Recurring, Interpretable Attention Heads In The Wild
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdb7e22b-82b1-4869-ab77-c55b246dfce2 · outbound
Structure Development in List-Sorting Transformers How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fcacfde-3146-4b33-b873-e0127d75a7a0 · outbound
Structure Development in List-Sorting Transformers Loss Landscape Degeneracy and Stagewise Development in Transformers
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a506de49-2803-4a18-a786-26c8330815e6 · outbound
Structure Development in List-Sorting Transformers The Local Learning Coefficient: A Singularity-Aware Complexity Measure
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3377daa-2873-47a7-a114-23b3fd038583 · outbound
Structure Development in List-Sorting Transformers Convergent Learning: Do different neural networks learn the same representations?
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ca33515-c37d-46f8-8b28-f29daa7c2985 · outbound
Structure Development in List-Sorting Transformers Copy Suppression: Comprehensively Understanding an Attention Head
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e66e4a3a-772f-4e6b-a1ae-f54fb4a577c4 · outbound
Structure Development in List-Sorting Transformers The Hydra Effect: Emergent Self-repair in Language Model Computations
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16a5d65e-b534-4cbc-9f05-86b80ccfb486 · outbound
Structure Development in List-Sorting Transformers Progress measures for grokking via mechanistic interpretability
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07347da1-04a3-4200-86f4-b3253d44cc92 · outbound
Structure Development in List-Sorting Transformers Nina Panickssery and Dmitry Vaintrob
Reference 17
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.
Observation 1b7e2a9c-c425-4390-b177-656006dcd8a7 · outbound
Structure Development in List-Sorting Transformers Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e2995bd-5a9f-44d0-98e7-0d43de0493db · outbound
Structure Development in List-Sorting Transformers Stan van Wingerden, Jesse Hoogland, and George Wang
Reference 20
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.
Observation 07a030f6-b1ee-4477-9bfb-743cd09bc131 · outbound
Structure Development in List-Sorting Transformers Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0556a0d9-92db-4033-b964-1d228dfcbde1 · outbound
Structure Development in List-Sorting Transformers Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 547f594c-9eb4-4a6e-be43-b954734ab6ee · outbound
Structure Development in List-Sorting Transformers The LLC still has a large drop between steps 1985 and 10066 during which the heads specialize into splitting the vocabulary, and the loss decreases further
Reference 133
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.
Observation 3900cb49-2cd4-41ec-8d68-5b4a5846f8ca · outbound
Structure Development in List-Sorting Transformers Grokking Group Multiplication with Cosets
Reference 1996
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3c7b999-ef34-4d54-80f0-70209bcff6a2 · outbound
Structure Development in List-Sorting Transformers The LLC is defined in Definition 1 of Lau et al
Reference 2009
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.
Observation 299b16c6-3277-48e0-98ed-5ec72a862389 · outbound
Structure Development in List-Sorting Transformers Layer Normalization
Reference 2016
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76bfd9bc-f797-4570-99fc-0c1cc4f29344 · outbound
Structure Development in List-Sorting Transformers Attention Is All You Need
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 895e4787-66cd-44f5-83af-1ee267873e15 · outbound
Structure Development in List-Sorting Transformers https://distill.pub/2020/circuits/zoom-in
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cad1b9c2-0d75-4f0d-a1fd-14dbcd349fba · outbound
Structure Development in List-Sorting Transformers Unresolved cited work
Reference 2021
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.
Observation 95072b4a-49f4-4c3e-a452-67c266f65bd7 · outbound
Structure Development in List-Sorting Transformers Toy Models of Superposition
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52b51ed9-150e-46e6-b330-287ce95df338 · outbound
Structure Development in List-Sorting Transformers Angelica Chen, Ravid Shwartz-Ziv, Kyunghyun Cho, Matthew L Leavitt, and Naomi Saphra
Reference 2023
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.
Observation 48e63ae6-061d-4d5c-aa1e-586d985ec0f9 · outbound
Structure Development in List-Sorting Transformers Estimating the Local Learning Coefficient at Scale
Reference 2024
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.
Observation 292b8195-3500-4fa9-a850-dfd97c33ab70 · inbound
Influence Dynamics and Stagewise Data Attribution Structure Development in List-Sorting Transformers
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.