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Paper Citation Record · LEDGER

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs

As of 9 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2607.16693.

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

pith.paper-citation-record.v1
2607.16693 v1

Coverage vector

measured 55 of 55 reference resolution

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Source: paper_references, paper_reference_links, observed 2026-08-01T20:19:26.179085Z

measured 55 of 55 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Source: cited_works

Reference resolution

55 of 55 outbound references displayed

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External citation measurements

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Outbound references

Observation 77738b1e-e0f5-48dc-a8be-b03421b7a8a6 · outbound

This paper cites What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal

Reference 3

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Observation 28917335-fd50-4f85-ab65-7fa76a3ca505 · outbound

This paper cites Mavor-Parker, Aengus Lynch, Stefan Heimersheim, and Adri \`a Garriga-Alonso.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Mavor-Parker, Aengus Lynch, Stefan Heimersheim, and Adri \`a Garriga-Alonso

Reference 6

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 13

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 14

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Observation e6072a35-43ad-4718-a1a1-e3e49ab69970 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 18

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 21

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 22

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 23

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 26

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 28

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 32

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Observation 1db9b222-dde7-4419-8a3d-fb2c39a472d0 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 35

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This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 36

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Observation a8f50862-7a35-4800-b3d7-c421f70be760 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 38

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Observation bd9cc0e3-b0eb-4173-a7d0-7159f488a0f3 · outbound

This paper cites Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics

Reference 39

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Observation 009ba09d-83a8-4193-8b2a-25ca4e8772d1 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Training Verifiers to Solve Math Word Problems

Reference 40

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Observation 8e510fe8-4e9c-4d70-b593-2735079c8ff1 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Measuring Massive Multitask Language Understanding

Reference 41

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Observation d2de11ad-419e-4140-ad73-ce1375fe8ace · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 42

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Observation a54c9ce5-b670-4de9-b611-fda6bba7ee9f · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 43

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Observation f5dcfa8b-219d-4c95-8d48-bd73af74bcd6 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 44

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Observation 2b483f70-a195-4319-b3d0-2788c350841d · outbound

This paper cites What is a Number, That a Large Language Model May Know It?.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs What is a Number, That a Large Language Model May Know It?

Reference 45

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Observation d6fdfc55-92f6-4009-adf5-75351a2daed4 · outbound

This paper cites GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers

Reference 46

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Observation 39350ea6-f99b-4e73-bcf2-935708e6f170 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 47

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Observation 58ee0d24-9f82-41c0-a3da-0b8fb3e9eb99 · outbound

This paper cites Modular Arithmetic: Language Models Solve Math Digit by Digit.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Modular Arithmetic: Language Models Solve Math Digit by Digit

Reference 48

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Observation 4facfd9d-0b9b-4fd5-a703-c58b7f7df495 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 49

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Observation 0b346451-adfa-4d54-91ed-245f6d954bbd · outbound

This paper cites Interpretability in the Wild: a Circuit for Indirect Object Identification in.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Interpretability in the Wild: a Circuit for Indirect Object Identification in

Reference 50

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Observation fd15f8bd-9273-42b0-adc7-a5c8fb5ae133 · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs The Twelfth International Conference on Learning Representations , year=

Reference 51

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Observation ae2cd015-9017-486b-9adf-de24d7e316a5 · outbound

This paper cites Thirty-seventh Conference on Neural Information Processing Systems , year=.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Thirty-seventh Conference on Neural Information Processing Systems , year=

Reference 52

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Observation 4fa3dbde-ca4f-42c5-8c97-157e4e5a7e67 · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs The Twelfth International Conference on Learning Representations , year=

Reference 53

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Observation 16413ecc-ad32-4699-9426-ec039a72ac5f · outbound

This paper cites Attribution Patching Outperforms Automated Circuit Discovery.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Attribution Patching Outperforms Automated Circuit Discovery

Reference 54

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Observation ee3d0c52-fd05-41de-9ff7-46a2cf1d7429 · outbound

This paper cites 2024 , eprint=.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs 2024 , eprint=

Reference 55

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Observation 2ee231b7-c5ef-42b4-88ac-f9ee6fadc9e8 · outbound

This paper cites ICML 2024 Workshop on Mechanistic Interpretability , year=.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs ICML 2024 Workshop on Mechanistic Interpretability , year=

Reference 56

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Observation 1a31501f-dd49-41d1-ac72-97405d47ded2 · outbound

This paper cites 2026 , eprint=.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs 2026 , eprint=

Reference 57

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source=arxiv_source observed=2026-08-01T20:19:23.391451Z digest=sha256:58c844438e06727bd3241ef67e93c29664f269ea8e536c1f3d793411b16b254b

Observation 308f34a8-8b67-40cd-a59c-76d5620c45ba · outbound

This paper cites Transformer.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Transformer

Reference 58

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source=arxiv_source observed=2026-08-01T20:19:23.499971Z digest=sha256:1f922b891884f1e4259e14c352d344f79f17cbaddfb9e3add476c4b6553b3fff

Observation aac3ef50-3187-46b5-a85f-5ea90f852621 · outbound

This paper cites Unlocking.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unlocking

Reference 59

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source=arxiv_source observed=2026-08-01T20:19:23.582091Z digest=sha256:a8dd7344cc5625c8eecc33e20f55cbfbbc499ce69a1f73d21f12b16495a0bfd7

Observation 08b268a2-dd7a-4251-9210-04533ca57580 · outbound

This paper cites Transformer.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Transformer

Reference 60

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Observation 0e7e93c4-4406-4a95-98c0-650b0927ec9a · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 61

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source=arxiv_source observed=2026-08-01T20:19:23.749157Z digest=sha256:0a5c84076bb49660b8ea26186bb003d98d539c621a7bf9e71af19fe2eaec6f93

Observation 4c0cebb5-96dd-44e5-ac08-56fe2ea7b7ce · outbound

This paper cites Direct and Indirect Effects.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Direct and Indirect Effects

Reference 62

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source=arxiv_source observed=2026-08-01T20:19:23.892733Z digest=sha256:ca55b8c1c83559fcd6180652439b87bb882170900c38ff8de070cf8a720fc1ba

Observation 8421c0e7-6346-410f-8199-96c6e7e78365 · outbound

This paper cites Proceedings of the 36th International Conference on Neural Information Processing Systems , articleno =.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Proceedings of the 36th International Conference on Neural Information Processing Systems , articleno =

Reference 63

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source=arxiv_source observed=2026-08-01T20:19:24.021287Z digest=sha256:8430c4195ab17492a766d99ff88e828c2e117c724c77827ccf79fa25700a9543

Observation 86e64f18-e819-45ba-ba06-c54ea98e33de · outbound

This paper cites Proceedings of the 38th International Conference on Neural Information Processing Systems , articleno =.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Proceedings of the 38th International Conference on Neural Information Processing Systems , articleno =

Reference 64

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no resolver link, observed 2026-08-01T20:19:24.192959Z

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source=arxiv_source observed=2026-08-01T20:19:24.192959Z digest=sha256:849e35c33c4614658b870eacde6a640c5d2ac6409a762ade7763ddf8760a1da8

Observation 3b14f8b8-2f82-4e41-9965-9f25bcd587f4 · outbound

This paper cites Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small

Reference 65

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no resolver link, observed 2026-08-01T20:19:24.369083Z

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source=arxiv_source observed=2026-08-01T20:19:24.369083Z digest=sha256:87f3c5c64c3c6c8ce3518eea9c0ee18b8c58fc793a1a20ad171456e6078ca8ff

Observation e00d7010-ded4-43d2-bcb1-a14d394d27c6 · outbound

This paper cites 2023 , month = mar, howpublished =.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs 2023 , month = mar, howpublished =

Reference 66

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no resolver link, observed 2026-08-01T20:19:24.495374Z

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source=arxiv_source observed=2026-08-01T20:19:24.495374Z digest=sha256:a391871fef8542150c3a6a141fe7d5431e4242fe7873d04cf255b08744348eca

Observation 6d458597-a231-4380-ae8f-f70a10ecbac9 · outbound

This paper cites Proceedings of the 37th International Conference on Neural Information Processing Systems , articleno =.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Proceedings of the 37th International Conference on Neural Information Processing Systems , articleno =

Reference 67

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no resolver link, observed 2026-08-01T20:19:24.626522Z

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source=arxiv_source observed=2026-08-01T20:19:24.626522Z digest=sha256:89d7ee11a669406953e4a32bbcf888e5edf583b5ef52d79292e16147ecb3da7c

Observation 2829bd35-73ac-4e1c-9a61-52831caecf4d · outbound

This paper cites 2020 , month = jul, howpublished =.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs 2020 , month = jul, howpublished =

Reference 68

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no resolver link, observed 2026-08-01T20:19:24.739785Z

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source=arxiv_source observed=2026-08-01T20:19:24.739785Z digest=sha256:ab5368c676cf75998851453bf468fcd7bfa51f72bbdabaf238766e37a66f9f92

Observation 0296e10d-534f-4b47-99fa-e3f529c3453a · outbound

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

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Eliciting Latent Predictions from Transformers with the Tuned Lens

Reference 69

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no resolver link, observed 2026-08-01T20:19:24.880426Z

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source=arxiv_source observed=2026-08-01T20:19:24.880426Z digest=sha256:4d75c7f1e3a920c239e48af3707d8ef651f21bbd49f81fafe3131c18a3b51c3e

Observation 9df180f6-c338-4ee7-b2ce-16bc54c19efc · outbound

This paper cites Localizing Model Behavior with Path Patching.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Localizing Model Behavior with Path Patching

Reference 70

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no resolver link, observed 2026-08-01T20:19:24.994480Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-01T20:19:24.994480Z digest=sha256:255637c0fe3cf8046c7de5aca1dd3205acc769d7a3ee4134ca64341b86eb657d

Observation 624459cb-38a4-43a2-9fa4-37661196e506 · outbound

This paper cites Interpreting and Improving Large Language Models in Arithmetic Calculation.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Interpreting and Improving Large Language Models in Arithmetic Calculation

Reference 71

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verified exact
local_arxiv, observed 2026-08-01T20:23:47.197999Z

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.

source=arxiv_source observed=2026-08-01T20:19:25.103475Z digest=sha256:d1c3f75021d0016766f2f5b86168e2df3555cbeba601c70275f4c427a079d19c

Observation 1979780a-abdc-4c02-8e31-567cfb1f8897 · outbound

This paper cites Language.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Language

Reference 72

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verified exact
arxiv_id, observed 2026-08-01T20:23:47.638298Z

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.

source=arxiv_source observed=2026-08-01T20:19:25.246404Z digest=sha256:b91cc1105c2ef94d69b4d283b5c77ba61951e65ac30e3787d383b75139348f13

Observation 5c013fc1-d287-4fe5-8c1d-3b3d918c5acb · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 73

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T20:19:25.374056Z digest=sha256:280db7a23ca8534d9788c78fec5fc04542f7adb26a2df68868b7823260af2e2f

Observation d71de709-ccc5-4234-a5aa-8da26946551c · outbound

This paper cites Language Models Use Trigonometry to Do Addition.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Language Models Use Trigonometry to Do Addition

Reference 74

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no resolver link, observed 2026-08-01T20:19:25.503146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T20:19:25.503146Z digest=sha256:89c1d550490f5ad9760fcd49e273111deea990cf653b9bd3625fea76ab3b931b

Observation 0fdcd711-4be7-4f71-ae1d-78c412ff6ef7 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 75

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no resolver link, observed 2026-08-01T20:19:25.623488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T20:19:25.623488Z digest=sha256:711d234c2bfb338f22685f6f304d7d10164d4e57f815db97082a2b281e939a01

Observation 9dd14580-a693-4fd5-b785-defee342fb31 · outbound

This paper cites Progress measures for grokking via mechanistic interpretability.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Progress measures for grokking via mechanistic interpretability

Reference 76

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no resolver link, observed 2026-08-01T20:19:25.762879Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-01T20:19:25.762879Z digest=sha256:76a87f7d297cbdde387f53da448f454ce76878b3684dc1a5ed5e2eff79a3aa03

Observation d01f4722-9158-451a-a481-88043f8e2185 · outbound

This paper cites The Clock and the Pizza: Two Stories in Mechanistic Explanation of Neural Networks , url =.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs The Clock and the Pizza: Two Stories in Mechanistic Explanation of Neural Networks , url =

Reference 77

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no resolver link, observed 2026-08-01T20:19:25.858151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T20:19:25.858151Z digest=sha256:e651e4ad33a3c20a38dbbf5c1f8cf49a58689ae541c474f819f4c41ab87ad992

Observation 983da1f1-0018-4cbf-be21-f8e2370c7ea1 · outbound

This paper cites Survival of the Fittest Representation: A Case Study with Modular Addition.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Survival of the Fittest Representation: A Case Study with Modular Addition

Reference 78

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metadata mismatch
local_arxiv, observed 2026-08-01T20:23:47.566813Z

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.

source=arxiv_source observed=2026-08-01T20:19:26.027633Z digest=sha256:41d121dbe6b61d3581a89e9f8c3c941326c6cdd3d4841308729c9fd29b88ca7e

Observation ed3bcac1-0249-4d69-bef1-dde2e219c705 · outbound

This paper cites an unresolved cited work.

Are Arithmetic Heuristic Neurons Form-Invariant? A Mechanistic Analysis of Symbols, Text, and Code in LLMs Unresolved cited work

Reference 79

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verified exact
doi, observed 2026-08-01T20:23:47.327704Z

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.

source=arxiv_source observed=2026-08-01T20:19:26.179085Z digest=sha256:34a89b9d8a7612910e22952fd39b23708fe5854bc7b67abe83c820456f285c99

Pith citing papers

No inbound Pith citation observations are available.