Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages | Paper Citation Record

Observation 12c7d585-0fe7-4d2f-ae93-6811bae03449 · outbound

This paper cites We sample from a Gaussian prior.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages We sample from a Gaussian prior

Reference 1

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Observation 8a14cf1a-ec73-431f-aceb-a9bc1b3e6c77 · outbound

This paper cites We then train with default hyperparameters.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages We then train with default hyperparameters

Reference 2

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 3

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This paper cites We do the recommended 80-20 train-valid split, where metadata between splits are synced.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages We do the recommended 80-20 train-valid split, where metadata between splits are synced

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.803076Z

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Observation 70bc6e0b-b7fc-4968-aa7d-308138e35e26 · outbound

This paper cites Since the vocabulary size is different with the pretrained models, we are unable to finetune.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Since the vocabulary size is different with the pretrained models, we are unable to finetune

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.768645Z

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Observation cfe123c2-1aac-4b7c-866b-ec7c8a94bc29 · outbound

This paper cites An example prompt for acrylates is provided: Here are some acrylates.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages An example prompt for acrylates is provided: Here are some acrylates

Reference 6

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Observation e5aefa19-53c0-4c1f-beac-17ad90677be4 · outbound

This paper cites molt5-large- caption2smiles.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages molt5-large- caption2smiles

Reference 7

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Observation 1b8689df-0469-4778-8a2a-5ba754ab3340 · outbound

This paper cites It is a three-carbon chain where one carbon is triple-bonded to nitrogen (nitrile group) and double-bonded to oxygen (carbonyl group).

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It is a three-carbon chain where one carbon is triple-bonded to nitrogen (nitrile group) and double-bonded to oxygen (carbonyl group)

Reference 8

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Observation 0732b01b-da06-4fc0-9fac-80605457cefd · outbound

This paper cites It consists of a three-carbon chain with a nitrogen atom triple-bonded to the central carbon.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It consists of a three-carbon chain with a nitrogen atom triple-bonded to the central carbon

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.479373Z

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Observation a6261bfc-bc98-48fc-94ec-4d6b356dbbb3 · outbound

This paper cites It is a three-carbon chain with a ketone group (carbonyl group) and a cyanide group (triple-bonded nitrogen).

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It is a three-carbon chain with a ketone group (carbonyl group) and a cyanide group (triple-bonded nitrogen)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.464066Z

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Observation 3b74184c-8993-4c1a-9f12-cd170fd30db2 · outbound

This paper cites It features a four-carbon chain with two double bonds present, making up a simple conjugated diene.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It features a four-carbon chain with two double bonds present, making up a simple conjugated diene

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.447902Z

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Observation ad0c9fce-5026-42ee-a7cf-010cb84e2860 · outbound

This paper cites Which analysis better highlights the defining motif(s) of the acrylates chemical class?.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Which analysis better highlights the defining motif(s) of the acrylates chemical class?

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.697623Z

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Observation 98d12c0a-194f-4446-a7cd-7c3068ee9026 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 13

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This paper cites Our underlying formulation builds off the history of hyperedge- replacement grammars, which operate at the hyperedge (or substructure) level instead of the atom level.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Our underlying formulation builds off the history of hyperedge- replacement grammars, which operate at the hyperedge (or substructure) level instead of the atom level

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.667400Z

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Observation ac59dd25-78e8-464f-a53d-e5ae57619639 · outbound

This paper cites ‘24”’ of the substructures of a molecule. They are numbered one-by-one from Motif 0 to Motif “‘23.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages ‘24”’ of the substructures of a molecule. They are numbered one-by-one from Motif 0 to Motif “‘23

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.651408Z

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Observation f550aeec-c6d7-44c1-ac1b-cb97beca2b13 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:03:40.636575Z

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Observation ffc19f28-3179-4a45-9ef2-14f6b24c6335 · outbound

This paper cites ‘0”’ features “‘an acrylonitrile.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages ‘0”’ features “‘an acrylonitrile

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.620767Z

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Observation 67912c33-7e29-4bc8-9457-76f04c009e76 · outbound

This paper cites A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.590344Z

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Observation 111b4ece-ffe0-4557-8db2-cf15b67c3837 · outbound

This paper cites A thiophene ring (five-membered ring with sulfur).

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages A thiophene ring (five-membered ring with sulfur)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.574250Z

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Observation fa2f04c0-27cb-4680-8189-2ac566d9f805 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:03:40.559648Z

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Observation 044240e3-de3c-4793-8776-43e028a38960 · outbound

This paper cites It consists of a three-carbon chain with a sulfur atom connected to the central carbon and two other carbon atoms attached via single bonds.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It consists of a three-carbon chain with a sulfur atom connected to the central carbon and two other carbon atoms attached via single bonds

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.545180Z

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Observation 9063cd0e-7c24-4d99-88b1-58c04bf39313 · outbound

This paper cites It is a bicyclic system with a benzene ring fused to a five-membered ring containing a nitrogen atom and a sulfur atom, resembling benzothiophene.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It is a bicyclic system with a benzene ring fused to a five-membered ring containing a nitrogen atom and a sulfur atom, resembling benzothiophene

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.529980Z

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Observation 4971f3d2-17a3-4247-baca-d3f7405ce143 · outbound

This paper cites It consists of a three-carbon chain with a sulfur atom double-bonded to the central carbon and a carbon attached via a double bond.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It consists of a three-carbon chain with a sulfur atom double-bonded to the central carbon and a carbon attached via a double bond

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.513736Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f79d84d0-ffb4-4059-bcc3-e21e92822c07 · outbound

This paper cites A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.432860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a09712ae-7165-46a3-a0dd-af59016b6ccd · outbound

This paper cites A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.417348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1fef5d1a-e18a-4e70-8579-80be60edf769 · outbound

This paper cites It features a ketone (carbonyl group) with a five-membered ring containing two sulfur atoms adjacent to the ketone group.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages It features a ketone (carbonyl group) with a five-membered ring containing two sulfur atoms adjacent to the ketone group

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.605741Z

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Observation aa9ca459-7b12-4a1a-adc9-c563c38d549b · outbound

This paper cites A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages A five-membered aromatic ring resembling thiophene, composed of a sulfur atom (yellow) and four carbon atoms

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.401056Z

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:03:40.384631Z

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Observation a4e2a72b-1bba-4b59-8603-6943c3527f37 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:03:40.368997Z

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Observation 3a427017-3c01-4111-b1d8-0567d36430c0 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 37

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 38

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 39

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 40

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 41

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Observation 227f3a0e-449f-4c89-a204-bff897375e45 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 42

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Observation c32f3ccc-5295-4fa3-8e54-a1c1488556f7 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 43

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Observation f56d97b5-bcad-4f2e-8b6f-4dfb3291f5b4 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 44

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Observation d372f558-d0eb-46d1-a223-44e3724701a1 · outbound

This paper cites ‘1. a 1,3-dithiol-2-one structural motif with a ketone and a five-membered ring containing two sulfur atoms.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages ‘1. a 1,3-dithiol-2-one structural motif with a ketone and a five-membered ring containing two sulfur atoms

Reference 45

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Observation ec24422e-cfc8-4a9d-90b5-bd925f6c42d7 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 46

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Observation 0b732ebb-42e9-485f-8b9a-e825a1e0cba5 · outbound

This paper cites The positive red motif, in this case, forms the backbone of the polymer’s structure, contributing to the overall electronic conduction.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages The positive red motif, in this case, forms the backbone of the polymer’s structure, contributing to the overall electronic conduction

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.194627Z

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Observation f0b3725a-8f26-4704-a974-d32ac4fe9f21 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 48

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Observation db7fb458-1635-423c-993f-a64c6c2414ac · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

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Observation 9def0c4f-e1c4-41e0-ac4b-260e44fd363c · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

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Observation 60ee7710-d11a-4b46-af56-69c5ee7f4aec · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 52

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Observation 2fccb775-5278-4461-959f-8fd700db8100 · outbound

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Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:03:40.113222Z

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This paper cites Christofidellis, D., Giannone, G., Born, J., Winther, O., Laino, T., and Manica, M.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Christofidellis, D., Giannone, G., Born, J., Winther, O., Laino, T., and Manica, M

Reference 1616

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:41.055282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89454505-6f1b-4264-b708-18ce170d3cdf · outbound

This paper cites Jin, W., Barzilay, R., and Jaakkola, T.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Jin, W., Barzilay, R., and Jaakkola, T

Reference 2332

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:03:40.946606Z

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Observation 5fb2a92a-4a21-4d52-9f93-20718331940e · outbound

This paper cites Debating with More Persuasive LLMs Leads to More Truthful Answers.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Debating with More Persuasive LLMs Leads to More Truthful Answers

Reference 4848

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Observation 6a13e0e6-8e1e-40b7-8e3e-f4cc5377a6ae · outbound

This paper cites Syntax-Directed Variational Autoencoder for Structured Data.

Foundation Molecular Grammar: Multi-Modal Foundation Models Induce Interpretable Molecular Graph Languages Syntax-Directed Variational Autoencoder for Structured Data

Reference 6157

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