Pith. sign in

Paper Citation Record · LEDGER

Training, Reading, and Editing Legible Transformers

As of 17 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2607.08946.

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

pith.paper-citation-record.v1
2607.08946 v1

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T05:35:58.568346Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

79 of 79 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved79
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 407a81a1-175d-4292-b626-8331c42ee219 · outbound

This paper cites Explicit Fuzzy Logic in the Feed-Forward Layer: Self-Forgetting Quantifiers Discover Legible Grammatical-Licensing Detectors.

Training, Reading, and Editing Legible Transformers Explicit Fuzzy Logic in the Feed-Forward Layer: Self-Forgetting Quantifiers Discover Legible Grammatical-Licensing Detectors

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:5acc6edb3235da8bf208ee0c6913006bd09904c46db5bd14af049fec17690bbf

Observation 3efa7add-bed7-471a-a6e2-890af8586706 · outbound

This paper cites Legible-by-Construction: Attention and End-to-End Transformers.

Training, Reading, and Editing Legible Transformers Legible-by-Construction: Attention and End-to-End Transformers

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:acc163de85ff56ea09f2f28f535d31f5ae3b56413a20383230f85f13409aa4d7

Observation 0795a145-1052-406f-a73c-92bcec24a197 · outbound

This paper cites 2020 , howpublished =.

Training, Reading, and Editing Legible Transformers 2020 , howpublished =

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:1d2055f57140126991ce2559b16dbbcdaaec645cd4ef9f48e64c5862640ebbde

Observation d54e5677-3604-437d-a779-333ee0408b12 · outbound

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

Training, Reading, and Editing Legible Transformers Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:8d9c32324fec4e757aa6c5c1034ce924febcb11bdfc0bb0b007b353d1ad0ebb7

Observation fb73016b-80c7-4a42-95b5-f7e45f54614f · outbound

This paper cites Proceedings of EMNLP 2021 , pages =.

Training, Reading, and Editing Legible Transformers Proceedings of EMNLP 2021 , pages =

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:5dd1c5ecb5d13c4446bef980a3299d324703eef0d07c2233198dcc35eedfb26e

Observation 94349126-7577-4d42-9591-3f9871d8f2e5 · outbound

This paper cites Proceedings of EMNLP 2022 , pages =.

Training, Reading, and Editing Legible Transformers Proceedings of EMNLP 2022 , pages =

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:a800199451a88f9638738386f3377956e2077015e6e7bbbf3efc459d255f3cb7

Observation 611cf1ab-12c0-4e9a-ae99-0e4542957cee · outbound

This paper cites Transformer Circuits Thread, Anthropic , year =.

Training, Reading, and Editing Legible Transformers Transformer Circuits Thread, Anthropic , year =

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7eb22c2c7420e14be7313a245d6d6da51ee008582a3123cf33a46fc81efaa0da

Observation 7ba31ec8-2728-45c9-a8e5-3155ccc95c27 · outbound

This paper cites Transformer Circuits Thread, Anthropic , year =.

Training, Reading, and Editing Legible Transformers Transformer Circuits Thread, Anthropic , year =

Reference 8

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:9191620b2e5bfb8d86ef593dbad8dfc2b3b8bd5f120d4b809466c7fb21473846

Observation aed10cbe-1c61-4278-8c2f-504de41a3a1b · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year =

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:f6763549c38acae961e42114ba858039848f3377a6baee3e9116e618051b2320

Observation 856e969d-42d5-4640-b14c-500b0b3eeaa5 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year =

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:16f428e4117e49710e6417fe4d06ec3cceba219aaa5fd600f3fb9fab88f55a25

Observation 20d7174e-4a15-4eaf-a9e8-ba3f971f339e · outbound

This paper cites Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval Mechanism.

Training, Reading, and Editing Legible Transformers Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval Mechanism

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:779a4e37ec34813eb9fe96ecfe2904478d25c7a95b511f2a2c674e0ebe287435

Observation 28cb850d-f3ba-4112-baba-7b7fe565eafe · outbound

This paper cites Proceedings of ACL 2023 , year =.

Training, Reading, and Editing Legible Transformers Proceedings of ACL 2023 , year =

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:0a4c41567d46f46125f89bf1f42530b994bd52af4189713105b352aa9cd1a084

Observation 9d224d2e-8134-488d-9286-28d874a3b811 · outbound

This paper cites Proceedings of CoNLL 2023 , year =.

Training, Reading, and Editing Legible Transformers Proceedings of CoNLL 2023 , year =

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:144684883ae2a720236250da508a8efa037afbbabdd91eb64d2de60daefb20c7

Observation 4c4e79a8-6117-46ad-80c9-b1e18e2687ae · outbound

This paper cites 2022 , note=.

Training, Reading, and Editing Legible Transformers 2022 , note=

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:a47cbaf31054c59a202a6e4b3d73477f5a0062c4505827b06ee13cadf3748abe

Observation 74dac33c-fa99-425d-ade7-e9391e795b99 · outbound

This paper cites International Conference on Machine Learning (ICML) , series=.

Training, Reading, and Editing Legible Transformers International Conference on Machine Learning (ICML) , series=

Reference 15

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:057a6932c39e5295ff276a27b75f9420f1385fe58c90c31a372ab57e86689f85

Observation 35aee08f-62ff-4d98-8e81-8ba03f2d0b95 · outbound

This paper cites International Conference on Machine Learning (ICML) , series=.

Training, Reading, and Editing Legible Transformers International Conference on Machine Learning (ICML) , series=

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:efcae7590a2ca2e741102a841962285ca38bbe49c0e0bf7278279692a70b5fd7

Observation 88f3d825-b31a-44da-bcd9-53f52c1ca65c · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:a9a334f49db61ba527dba8f9124cd21448387f923ca34259a8a5fc13e1f2c872

Observation 81a93328-99ad-429f-aefb-6c00704042e6 · outbound

This paper cites IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=.

Training, Reading, and Editing Legible Transformers IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=

Reference 18

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:11e73585b489fc534e41be7baadeb007d2c268d904dddf77a9cae513e172786b

Observation 0bc6c05e-d4a3-4988-b8de-e84426466baa · outbound

This paper cites an unresolved cited work.

Training, Reading, and Editing Legible Transformers Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:d843e6cfdd3f25b44d1b726b7b5d650761872a4fe07d9b53bcf77311db4878dc

Observation 0f405e51-ece9-4435-8fdb-894e2704dcde · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Training, Reading, and Editing Legible Transformers International Conference on Machine Learning (ICML) , year=

Reference 20

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:494c6a348bde1e309d64126965e8306ab24acd2a5d48e3a723d8640135011b1f

Observation 065b0572-09da-4da5-878d-5bfe9c93a1a5 · outbound

This paper cites International Conference on Machine Learning (ICML) , series=.

Training, Reading, and Editing Legible Transformers International Conference on Machine Learning (ICML) , series=

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:3c03954b49d402dcd856f560aa2d29851553a4e8e43961187071b5753da02a08

Observation 8a73b26f-d8c0-4e1f-ad58-1f6c776e527d · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 22

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7d4a40aa55d14c73dbbf1d3dc29ccd733008a7092ccc10b415623b2d2af1b399

Observation 4e344fe8-ba09-45d5-bc22-1026796415eb · outbound

This paper cites Transformer Circuits Thread , year=.

Training, Reading, and Editing Legible Transformers Transformer Circuits Thread , year=

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:09c15cb9e21dc4c6fd0e03fbd98d50ce1e70d5c320c37f280bd7478b168f23ed

Observation 57f78508-0a32-4aa6-a39d-dccad19456f9 · outbound

This paper cites Transformer Circuits Thread , year=.

Training, Reading, and Editing Legible Transformers Transformer Circuits Thread , year=

Reference 24

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:2a9cc5405b3adf38294e9aa249e6f10e4573093144e241c772556b9c28144510

Observation 74b11013-f21c-4666-8196-814b120a9787 · outbound

This paper cites Identifying Functionally Important Features with End-to-End Sparse Dictionary Learning.

Training, Reading, and Editing Legible Transformers Identifying Functionally Important Features with End-to-End Sparse Dictionary Learning

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:b59dad0b5740f41b2e5f9f630d610f1abe1a3b9ec5fb38dd49153a6a164dd63a

Observation 88346f44-cbea-46e8-98ca-f0af60dbadde · outbound

This paper cites an unresolved cited work.

Training, Reading, and Editing Legible Transformers Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:6d8c5dc977ba5d90c8f292fbc9ac03a63c43d34abe1363cc5f60d08adf99279f

Observation c87f6837-dc22-44b3-a4b7-958df53e262c · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 27

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:b8b6929ab99808b3ad45c8a3940017a1b32a0e23f4e92076e215eb264ff49e81

Observation 271fd7de-0975-4bdf-b41f-e820e49e6df6 · outbound

This paper cites Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation.

Training, Reading, and Editing Legible Transformers Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

Reference 28

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7e4ca6934b802a3d751ebab39e3a8c1faa34195fc338ae944a67e0aa7f91c5c2

Observation 6532e12e-44b7-489d-aef3-bb3b2df2faf6 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 29

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:63402ee4c89fbca642adb486e2df2f348f0a27932c3ec321611908b32c869bf2

Observation 5632e69a-fca4-40c0-8765-5e9e0ecccbb5 · outbound

This paper cites Categorizing Variants of Goodhart's Law.

Training, Reading, and Editing Legible Transformers Categorizing Variants of Goodhart's Law

Reference 30

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:23144b541a9df8f34d70118a88e17da737eee656b2ab684e0b1d346065dce258

Observation 166e90a4-5772-4e49-9641-cc68fadf30bd · outbound

This paper cites Towards Faithfully Interpretable.

Training, Reading, and Editing Legible Transformers Towards Faithfully Interpretable

Reference 31

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7600b66919181df0167d38f06f47cd5db653fba2bbdb73757bde35318e5a3bbf

Observation 3e3b09f0-d7ab-43ba-ae61-813a404d7738 · outbound

This paper cites NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings.

Training, Reading, and Editing Legible Transformers NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings

Reference 32

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:a54d42496569b123313df1ba735506442aa745e26170d0f2353be25ccd62ba72

Observation 3036d5c9-3c43-4177-9968-05ea765d451b · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Training, Reading, and Editing Legible Transformers International Conference on Machine Learning (ICML) , year=

Reference 33

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:581ca4eda4a7d6de459a787d7b2028669d94d3c94119b655e04a9ec7f3737d40

Observation 6d8a3d0e-57ff-4594-889e-f12fbff1977e · outbound

This paper cites Annual Meeting of the Association for Computational Linguistics (ACL) , year=.

Training, Reading, and Editing Legible Transformers Annual Meeting of the Association for Computational Linguistics (ACL) , year=

Reference 34

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:aabaeb36b14eeec247a39f932e36c9217b1fe2e4adefed0ba942730684928c44

Observation 90df8222-3ebe-4716-b820-2a2c22ce6ed9 · outbound

This paper cites Transformer Circuits Thread , year=.

Training, Reading, and Editing Legible Transformers Transformer Circuits Thread , year=

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:134bc70d97fc39d79edb463c7f6b859d1855da35646673ef5f1716158c3fe116

Observation f6efa3b6-d35b-46e2-9b02-7d4ca7bebf3f · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 36

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:63093db3cfd9ace11d5752fbcbd3f36142c5819f0d48cac067219f514742f076

Observation 888c7626-4b91-4bbd-85f8-6d701390a12a · outbound

This paper cites Mixture of A Million Experts.

Training, Reading, and Editing Legible Transformers Mixture of A Million Experts

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:35ef203764635778161d2ac192a4684a043c903131472d050db7c163300ff031

Observation 2c1fdcb6-3f40-435c-85ad-b4ca51e68eb6 · outbound

This paper cites GLU Variants Improve Transformer.

Training, Reading, and Editing Legible Transformers GLU Variants Improve Transformer

Reference 38

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:a1cbefa21b73f38e3288bddd3b3ca7ca675359a17333d14ccc7d4dff12bd58f5

Observation 8f307046-c018-4936-bdaf-d4109b216f43 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 39

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:fd9413683c4c7e901e23912d0f78672530cff5a8a89c73e56c69a42a0d438854

Observation 89e3453c-29c7-420e-a602-ba03acfb1fdf · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 40

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:d8cbd4db9540ecb0957f5da38731f1a7fe1ee7d73eae4c48ff25e7ac7d7ffeba

Observation 627129a6-aa4a-4437-ac7d-3abb4825dd49 · outbound

This paper cites arXiv preprint arXiv:2510.12269 , year=.

Training, Reading, and Editing Legible Transformers arXiv preprint arXiv:2510.12269 , year=

Reference 41

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:c1ef6aace64b427a8c705acfe0e07cc6472145e6323a3938a71eeca3a044a5e7

Observation e65547a0-cfad-4e3e-a18c-ceeb33ad870c · outbound

This paper cites Logical Neural Networks.

Training, Reading, and Editing Legible Transformers Logical Neural Networks

Reference 42

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:318bac4e179bfa85e8ed4730d1647741b68805dc08302032f64da549d94f9848

Observation 1fb17424-b7fa-45ee-b65a-b97995c033eb · outbound

This paper cites Artificial Intelligence , volume=.

Training, Reading, and Editing Legible Transformers Artificial Intelligence , volume=

Reference 43

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:841349c52d20510a3e3d60d07f6be559b7efed88d81eb2c3323a085ffca72b4c

Observation 53850b0f-2131-4263-a790-8de01afdad3c · outbound

This paper cites Artificial Intelligence , volume=.

Training, Reading, and Editing Legible Transformers Artificial Intelligence , volume=

Reference 44

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7e9d3a25733ef6af9cfaf0c74c5e4eed1a48cdf4ee8fb4c722373815cb253d2d

Observation 8616fa0e-1280-4bfc-b179-734f1167a14e · outbound

This paper cites Neural Logic Networks for Interpretable Classification.

Training, Reading, and Editing Legible Transformers Neural Logic Networks for Interpretable Classification

Reference 45

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:44e6a6234fd8966ee8393294e309a418ba5efabbe84403b5ca992af89eefb084

Observation 17e81ff6-6ceb-487b-b301-b327e570d369 · outbound

This paper cites KAN: Kolmogorov-Arnold Networks.

Training, Reading, and Editing Legible Transformers KAN: Kolmogorov-Arnold Networks

Reference 46

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:12223fc98875275da6ddf6f70409da78bf0aed158786dcf7eb048c28a27a4c05

Observation b0eb4bf0-5d32-42e9-b2b8-cc7c818ab214 · outbound

This paper cites Transformer Circuits Thread , year=.

Training, Reading, and Editing Legible Transformers Transformer Circuits Thread , year=

Reference 47

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:20ca4d0883942a28affa8bc39a0f26f242d6e4a96bde4a06b52c9e1ecf935e81

Observation 6fd71964-8a42-470a-8340-92c2e8bd7df8 · outbound

This paper cites Interpreting Neural Networks through the Polytope Lens.

Training, Reading, and Editing Legible Transformers Interpreting Neural Networks through the Polytope Lens

Reference 48

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:9dfe8fd76653ddfde8d435a0235604e9b228800a51872dd7abd2ac89340c14ec

Observation e17c05c9-5fa9-4496-9837-6984388c8889 · outbound

This paper cites Sparse Autoencoders Find Highly Interpretable Features in Language Models.

Training, Reading, and Editing Legible Transformers Sparse Autoencoders Find Highly Interpretable Features in Language Models

Reference 49

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:df7356cd9923dc45fd741298a477268e97ff9f96f1d99ad596429949be5b3a23

Observation 91bee30e-38e3-4af0-b86f-7d18d1bf9fa2 · outbound

This paper cites Scaling and evaluating sparse autoencoders.

Training, Reading, and Editing Legible Transformers Scaling and evaluating sparse autoencoders

Reference 50

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:e1bede135e86496d87d8f5cd7b2724037f74c3d85a1330e3ff40bd051bb620d2

Observation fc083155-ce44-4fb4-96c9-43058c755153 · outbound

This paper cites Proceedings of BlackboxNLP , year=.

Training, Reading, and Editing Legible Transformers Proceedings of BlackboxNLP , year=

Reference 51

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:fe0ae99e4e810358a66f35accf3a666c62e6853e181656bf199bd67c3a854ff3

Observation c407f29f-12c6-4879-96da-7cba56f072b9 · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Training, Reading, and Editing Legible Transformers International Conference on Machine Learning (ICML) , year=

Reference 52

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:4884dc8bb0bae3c2fac7f2b542d87fe40e19f9bdcd8d30fde2b724c3000b8ced

Observation 4efe61df-09cb-4850-92ae-475912d75974 · outbound

This paper cites Steerable but Not Decodable: Function Vectors Operate Beyond the Logit Lens.

Training, Reading, and Editing Legible Transformers Steerable but Not Decodable: Function Vectors Operate Beyond the Logit Lens

Reference 53

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:b19bae00d6a2d7f11c1c0d21ce250598976f4512d82a64d6b574012784b76f2a

Observation 3f9cd5b0-6a26-4482-874e-895f1a4a35bb · outbound

This paper cites Decomposing The Dark Matter of Sparse Autoencoders.

Training, Reading, and Editing Legible Transformers Decomposing The Dark Matter of Sparse Autoencoders

Reference 54

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:1e0e7881fb96e80b0734b08bb29a51dae9f9e0e9077830d01e2fe1be63430bc8

Observation 6fa62143-c4a6-4e01-b16f-2f525b11630a · outbound

This paper cites Not All Language Model Features Are One-Dimensionally Linear.

Training, Reading, and Editing Legible Transformers Not All Language Model Features Are One-Dimensionally Linear

Reference 55

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7e1261bf50e42ff2d8d64e04535472af46e5cee27ac633b43b52dc6b0c46a252

Observation 10ff4820-ca7b-49b9-9e43-7b4509e6865e · outbound

This paper cites OpenAI Blog , year=.

Training, Reading, and Editing Legible Transformers OpenAI Blog , year=

Reference 56

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:9de8ac95c085af1befe87d5166e3c6709ffd65b8d01c66feb5cb0c66d1fc21da

Observation efef99e7-71ff-4fb6-996a-9d03482a5b05 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 57

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:0f644ad9fa84f0c5bd2c71520485f0273fc44363974a01fcf6c9b54a68920b7f

Observation 32496847-15d3-4b50-8c2e-6f4545de5f77 · outbound

This paper cites arXiv preprint arXiv:2506.15538 , year=.

Training, Reading, and Editing Legible Transformers arXiv preprint arXiv:2506.15538 , year=

Reference 58

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:bbd106ca5184593e869ec895b452975a383cfe353b0132ce066b0481d4f42575

Observation e6cb9511-ab47-4020-be0c-38adefadde2f · outbound

This paper cites Automatically Interpreting Millions of Features in Large Language Models.

Training, Reading, and Editing Legible Transformers Automatically Interpreting Millions of Features in Large Language Models

Reference 59

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:384f0b2223032a194137e65790f01f8fa9b108b85f2a64808b3b19ffc2aebdc0

Observation d00d4d54-7bdb-4701-8459-9922c8254e89 · outbound

This paper cites Annual Meeting of the Association for Computational Linguistics (ACL) , year=.

Training, Reading, and Editing Legible Transformers Annual Meeting of the Association for Computational Linguistics (ACL) , year=

Reference 60

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:92ccb80a37e2b2dab97744c194750c438b2cdd764a62fa4bd8e5323b16cc715b

Observation a9b2859f-91da-4a34-961f-045678989d81 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 61

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:bc5f53ac646df9ba8bc61d47232d5c0a3e993da3673039a1d604fb25689e3583

Observation 9c8602a9-1f72-4caf-8d83-a308b9d42268 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 62

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:0b83ea5a76d90ab268eff6e050a3d046f1a9ce4d25cc0474fee792d7991beb0b

Observation 83fb9654-997a-48ce-90c7-cf0ef1d8c3eb · outbound

This paper cites Steering Language Models With Activation Engineering.

Training, Reading, and Editing Legible Transformers Steering Language Models With Activation Engineering

Reference 63

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:8d1666c0bfc1840ca11d6e18abf8a5f99cea99d41dc04b6f088b8cd8731c3a01

Observation 0a0a71ec-9625-4ec3-a1f4-4ca98bbae227 · outbound

This paper cites Annual Meeting of the Association for Computational Linguistics (ACL) , year=.

Training, Reading, and Editing Legible Transformers Annual Meeting of the Association for Computational Linguistics (ACL) , year=

Reference 64

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:5b4fcb16082817f5601e63fb614fe687b34d95d9692147f3713d31469364bf1a

Observation d7546d70-935a-4faa-a2f7-c4e499d916eb · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Training, Reading, and Editing Legible Transformers Representation Engineering: A Top-Down Approach to AI Transparency

Reference 65

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:46acd1e85f0d60581df134b8cda6d1a20c5dc4a91c01bb97443467b757f042ab

Observation a83829c6-57de-42a0-86cc-cef354efeeb4 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 66

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:d47332c1b9d98079cf4d5b1f97bc4a6202ea54ca2d678fd405142f8a59b953a6

Observation 987e8bae-06e7-4bc0-946c-132d54f75858 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 67

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7c365ef09ef0be90e204a5eef7c94def80a7e5450871a14ffeb6e35566857389

Observation 0786268c-e492-4d02-9a6b-12ea1b3921b7 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 68

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:05abb514bd0336f0eaa67bf1848df29616e70ca6b4b485841c525d83bb2f0c62

Observation 7c2390da-5407-44c1-bacd-598d04e75195 · outbound

This paper cites Findings of EMNLP , year=.

Training, Reading, and Editing Legible Transformers Findings of EMNLP , year=

Reference 69

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:34d5a974df094a998392f98a889ba927101fdd1ac5fb04e7ad20896672b8f41f

Observation c179f08a-bf55-4043-a07b-8f329e90768a · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Training, Reading, and Editing Legible Transformers Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 70

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:65f1240bdcc2aa6fa67e846fd0af1842e2f334a0056335efae301101375418f5

Observation d8c77014-478d-4795-9af8-95c4f8da1177 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 71

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:ccc8b5ba7ceb93deabb113bb0780e5e9316ae8a3bf7ac5daa76321c030262829

Observation bdf8ee9f-987e-4f3f-ac4d-087c2190a571 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 72

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:7388cafd2c404482b24616693e8beda118e09311163d901beeadab85bbdc2dde

Observation 6ffe02d2-9325-4caf-a9bd-8dd602e44bd0 · outbound

This paper cites arXiv preprint arXiv:2510.03659 , year=.

Training, Reading, and Editing Legible Transformers arXiv preprint arXiv:2510.03659 , year=

Reference 73

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:02e9686feb49ae7ed2311df13657cf397df2ab9168c21cd13f0560ba8b924c40

Observation 1f73b222-f65e-49ae-933c-f21df051a62e · outbound

This paper cites Neurons Speak in Ranges: Breaking Free from Discrete Neuronal Attribution.

Training, Reading, and Editing Legible Transformers Neurons Speak in Ranges: Breaking Free from Discrete Neuronal Attribution

Reference 74

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:a32d7a080f68b49b5e0e1f6ef7f92ead63523553d423bb7f7d0f33f807c35b60

Observation ea9ea9ff-b0cf-4efa-8272-7408b1bf382a · outbound

This paper cites an unresolved cited work.

Training, Reading, and Editing Legible Transformers Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:34c3725667272fa6c6b9127064f682c167dd954e32c11bfa9d4313d05b4517f0

Observation 571ef5ab-191e-4252-bf41-30fb2bb4159a · outbound

This paper cites , journal=.

Training, Reading, and Editing Legible Transformers , journal=

Reference 76

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:fed64123e2c1c810ecbdefd22b5fb54dff8df76c10666e31290659a6b872111a

Observation fbcdb90c-5d3e-489d-9eb6-adf35846f41a · outbound

This paper cites 2023 , howpublished=.

Training, Reading, and Editing Legible Transformers 2023 , howpublished=

Reference 77

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:a4b91dab14abfabe432cccb6542a596646fdcd34d63327fa8578a60e87b28573

Observation 3f5abae7-92e6-4b60-93cb-4394829d39ca · outbound

This paper cites Mathematical Models of Computation in Superposition.

Training, Reading, and Editing Legible Transformers Mathematical Models of Computation in Superposition

Reference 78

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:f7d6c7ebb69be29ae8829a715c9d596fc56c8373362b0dfc3bd9f36490d434d3

Observation 94c1b8ca-a92a-42da-aebc-7580db9829b1 · outbound

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

Training, Reading, and Editing Legible Transformers International Conference on Learning Representations (ICLR) , year=

Reference 79

Resolution
unresolved
no resolver link, observed 2026-07-13T05:35:58.568346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T05:35:58.568346Z digest=sha256:246da621ff4677e91319011720b5c0d6bdb580ae59469a4a6197860f4f718111

Pith citing papers

No inbound Pith citation observations are available.