Discovering Interpretable Algorithms by Decompiling Transformers to RASP | Paper Citation Record

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This paper cites Haklay, T., Orgad, H., Bau, D., Mueller, A., and Belinkov, Y.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Haklay, T., Orgad, H., Bau, D., Mueller, A., and Belinkov, Y

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This paper cites URL https: //aclanthology.org/2025.acl-long.141/.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP URL https: //aclanthology.org/2025.acl-long.141/

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This paper cites Huang, X., Yang, A., Bhattamishra, S., Sarrof, Y ., Krebs, A., Zhou, H., Nakkiran, P., and Hahn, M.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Huang, X., Yang, A., Bhattamishra, S., Sarrof, Y ., Krebs, A., Zhou, H., Nakkiran, P., and Hahn, M

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This paper cites Langosco, L., Baker, W., Alex, N., Bradley, H., Quarel, D., and Krueger, D.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Langosco, L., Baker, W., Alex, N., Bradley, H., Quarel, D., and Krueger, D

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This paper cites Liu, B., Ash, J., Goel, S., Krishnamurthy, A., and Zhang, C.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Liu, B., Ash, J., Goel, S., Krishnamurthy, A., and Zhang, C

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP In-context Learning and Induction Heads

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP tacl-1.9/

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This paper cites Weiss, G., Goldberg, Y ., and Yahav, E.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Weiss, G., Goldberg, Y ., and Yahav, E

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Yang, A., Chiang, D., and Angluin, D

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Line defining a selector

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP define the same functions

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP We can see that very different architectures can all be decompilable (e.g., two green lines in Figure 10(a) correspond to 4 layer vs

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Columns of v is the result of per-column operation of x, i.e., v(i) only depends on x(i)

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Importantly, to simplify the generated program, we favor replacing MLP with linear operation, i.e., fno−op

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP In this case, we store the variables and visualize them so that one can still interpret the MLP manually (Section G.4)

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP , xs, we collect them all

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP , xs,func=f i), and is from a different list (see below)

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Collect its input activation variable samples vinp and corresponding output of this MLP vout

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Formally, we iterate over downstream components afterwards on the path

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP We replace the original project operation by project(vout, I|Σ|×|Σ|), that is, the project operation uses the identity matrix

Reference 68

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP We emphasize the token promoted most

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Collect its input activation variable samplesv (q) inp and corresponding output of this MLPv (q) out

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP When only one of query and key contains unexplained MLP, we apply the method in Appendix G.1 for the other to get these two variables easily

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Each entry in this matrix describes how each pair of columns in v(k) inp and v(q) inp is associated

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP 36 Interpretable Algorithms by Decompiling Transformers

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP side-effect

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP a1 holds counts of the relative frequencies of 0, 1, BOS, SEP (Figure 17a)

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.462347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd701237-c0ea-4585-84f0-197647e4781a · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.467889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3e0c74a-78d1-4add-b51b-7ca4b6eba2fe · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.478760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f4a870c-c64d-4573-958e-410869a94c33 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.484853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c3984b2-029d-4943-b178-537f91e3f8f7 · outbound

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Discovering Interpretable Algorithms by Decompiling Transformers to RASP Line 1 defines a selector ensuring that, at SEP, attention specifically goes to the non-special tokens (Figure 21a)

Reference 104

Resolution: malformed identifier; no resolver link, observed 2026-08-03T03:11:47.499406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b3bf969-dee5-4171-bad5-d6695a94a451 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 107

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.508446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4e2093f-1d9f-4029-9827-ac9e74f18d17 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 108

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.510944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77e7d90f-1040-4ace-a70a-0fc003bcc5c8 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 109

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.513480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31f54844-d145-4362-b12e-2e0dadad4778 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 110

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.516053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6648cd6c-bdbc-4d0f-9d0e-269262d39f3f · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 111

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.518903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bd1debe-b54b-4519-a372-ef5df0815719 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 112

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.521410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96021ed0-3d27-4fca-a870-18fff62525df · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 113

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.524099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 722ad027-ce12-4632-b9a0-162a5718cf15 · outbound

This paper cites So each number would attend to the previous largest number, which the terminating number.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP So each number would attend to the previous largest number, which the terminating number

Reference 114

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.527520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34c04069-9820-4f47-b777-de1770070e05 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 115

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.530561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ebc2088-29d4-49b2-be34-24bfba20f24c · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 116

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.533041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cde6c24-42b6-47b6-bc22-1a124c3d94c4 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 118

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.538370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f34a0cb-f6a6-453b-8b05-c7b022dc9240 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 119

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.541028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0733c028-d310-4ebb-88b4-01b9c471b810 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 120

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.543841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 715a995a-0379-49ec-b4fc-eb54ea1cb012 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 121

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.546724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6af251d1-d3ec-45b6-999c-d836b7b3dff0 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 122

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.549628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a529e66-c12c-4a2c-b037-39d4a463c965 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 123

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.552523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 631ba381-122d-42ff-ab83-67bf71eacb16 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 124

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.555140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3c1782b-1508-41d7-91e1-b191f67de327 · outbound

This paper cites In line 1, SEP attends to the smallest number, which is the starting number.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP In line 1, SEP attends to the smallest number, which is the starting number

Reference 125

Resolution: malformed identifier; no resolver link, observed 2026-08-03T03:11:47.557810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15872b7a-e458-4cde-a4e0-69c231fed3e7 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 126

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.561010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0ebd75a-1bc7-4c7d-ae38-6e231b4123d1 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 128

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.566326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9bb34cd-a11c-4dda-b7b6-9cbd1c6109dc · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 130

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.571743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fd2b652-de9b-452b-924c-6718b63ac637 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 131

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.574247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d40111eb-fca7-48ae-aa39-138d6614eadb · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 133

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.579464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce7a356f-104e-4a4a-84de-b1ce5526fe1b · outbound

This paper cites Line 1 assigns weight to input numbers that are a little larger than the current token.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Line 1 assigns weight to input numbers that are a little larger than the current token

Reference 136

Resolution: malformed identifier; no resolver link, observed 2026-08-03T03:11:47.586919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2038576d-9853-4481-88fc-7feda454102f · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 138

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.592760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 809ef6d1-78d3-4f41-8268-0a91217a0b0e · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 141

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.600854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a51feed6-1d27-487d-83fa-dddef2bd1a60 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 142

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.603448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2f082ca-5dc2-4739-bc2c-313fe480fb4d · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 143

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.606002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7d7963e-007a-4eda-b621-3e5376144661 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 144

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.608465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95a1be10-4b14-45da-88b4-0e40b4001198 · outbound

This paper cites Lines 1–4 retrieve the two preceding symbols; Line 5 creates a joint (nonlinear) representation of the trigram ending with the current symbol.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Lines 1–4 retrieve the two preceding symbols; Line 5 creates a joint (nonlinear) representation of the trigram ending with the current symbol

Reference 145

Resolution: malformed identifier; no resolver link, observed 2026-08-03T03:11:47.610920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd08e501-c8a3-4e73-a2b5-9eff433e9b35 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 146

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.614102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 637fd32c-3fad-41ac-9b4c-181f25e6a520 · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 147

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.616891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bebb025e-1f37-43bc-8db9-5f090a7e63ed · outbound

This paper cites an unresolved cited work.

Discovering Interpretable Algorithms by Decompiling Transformers to RASP Unresolved cited work

Reference 148

Resolution: unresolved; no resolver link, observed 2026-08-03T03:11:47.619341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers