Paper Citation Record · LEDGER

Improving Chemical Understanding of LLMs via SMILES Parsing

As of 8 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 3 inbound Pith citation observations for arXiv:2505.16340.

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

pith.paper-citation-record.v1
2505.16340 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:06:47.129833Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:13:17.574822Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T12:29:52.198397Z

Reference resolution

59 of 59 outbound references displayed

verified exact3
verified fuzzy1
unresolved54
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e218f062-3aa1-405d-ba3e-d992855909ba · outbound

This paper cites Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models.

Improving Chemical Understanding of LLMs via SMILES Parsing Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:42.525252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf7d9828-4c4c-48d4-8eed-fd6ef053d630 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:42.594530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac01006a-9dd8-4e67-8dfa-d83d636cf731 · outbound

This paper cites InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery.

Improving Chemical Understanding of LLMs via SMILES Parsing InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:42.679521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3abf726-9f63-4626-8706-aea968d0ad89 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:42.753535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecdeb803-d5f4-4ff3-9a9c-f5d00ea26939 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:42.843673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9de171c2-b7bc-4f91-9156-3b7ddc2e3f2c · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:52.949434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 304da92b-3c9a-4f76-867b-bcbe358797c2 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:52.807024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a44df2ba-fea9-44cc-a365-a71fcb967a66 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:43.095419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acff6304-3de0-4b2a-95c6-e842fb2a7ab0 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:52.677080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d09680c7-19e6-48fd-8d90-c0d39891f789 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:43.336591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7982634-bfaa-4ef5-a35e-f9662e092464 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:52.490306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9ce6fd8a-6fa2-4baf-835a-91d6c8d70672 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:43.600353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d8b99e0-b618-4ab4-a514-2a64a199ad55 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:52.355165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c477b40c-11e1-4dcd-8d53-bc12de00486d · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:52.211755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bddde823-f8fb-4780-be75-4d5d6afc4bb9 · outbound

This paper cites The Llama 3 Herd of Models.

Improving Chemical Understanding of LLMs via SMILES Parsing The Llama 3 Herd of Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:43.906715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 406c07d9-724c-48d8-9475-f6ff594e131c · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:43.965521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40fa5b5c-b2d6-4fcf-a211-12f6ca489647 · outbound

This paper cites Textbooks Are All You Need.

Improving Chemical Understanding of LLMs via SMILES Parsing Textbooks Are All You Need

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:44.076250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f2f5a26-f66e-4724-abe7-828948b3997a · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:52.035721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 47f50186-cff5-44a6-ad07-3d905d06477d · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:44.245074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8ad5b4e-806f-409e-af21-0902a58720c8 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:51.836426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e25321f3-87ab-4f81-93df-c18bbae0c950 · outbound

This paper cites Structural Reasoning Improves Molecular Understanding of LLM.

Improving Chemical Understanding of LLMs via SMILES Parsing Structural Reasoning Improves Molecular Understanding of LLM

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:44.408005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab99ac91-5c6e-4ac3-98e0-86a005a692c7 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:51.598500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bb2a19ed-d1b9-4e00-863c-fc9d2f4e31bf · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:44.586882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6111f79b-d031-48ed-be1c-ad17038a925b · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-07T15:06:47.614192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 54c05964-5b6d-4541-9de1-0187f245b1b8 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:51.227741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1251c48f-869c-4db2-b910-8f5116a3a478 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 26

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T15:06:47.827277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d0083729-ca17-450b-aee2-91ffd5821147 · outbound

This paper cites DeepSeek-V3 Technical Report.

Improving Chemical Understanding of LLMs via SMILES Parsing DeepSeek-V3 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:44.943597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ad765ee-787c-4d0b-ba38-30ad5ac3fdee · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 28

Resolution: verified exact; doi, observed 2026-08-07T15:06:47.478144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b2f693ee-7516-48fb-84f9-ce9bc2001ce1 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:45.110894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fae219b1-9138-4917-a5ef-2d07fe174fa5 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Improving Chemical Understanding of LLMs via SMILES Parsing StarCoder 2 and The Stack v2: The Next Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:45.217632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fa0245d-10c7-4bef-a474-62a97bfc4cca · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:50.871550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9d0b6135-a217-482e-9dbc-88e0d434b1f0 · outbound

This paper cites When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale.

Improving Chemical Understanding of LLMs via SMILES Parsing When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:45.356862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 787c9201-8e79-4793-963b-8ea2b35a3ea1 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:50.519024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c149bd65-5ac2-43e4-bbae-c502e39fe43b · outbound

This paper cites GPT-4 Technical Report.

Improving Chemical Understanding of LLMs via SMILES Parsing GPT-4 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:45.524625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a59f810b-5bfb-42e9-ae16-8f9edfb8a8d1 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:45.589537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0176acb2-2082-42cf-9ead-a79445ca0da2 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 36

Resolution: verified exact; doi, observed 2026-08-07T15:06:47.299977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0366b465-c57d-4261-8264-b3bab8c45997 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:45.705551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcffbf40-e6fc-4029-9012-d978eed0a9f6 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:50.207857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b49bc15-7aee-4712-9cd3-25d3b8475a8b · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:49.911196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d96a6f49-fa40-4f69-b189-1f3c01df7824 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:45.896266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 978646de-1d7e-492c-a0bc-010eebfa2050 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:49.609713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 722f635d-ff66-4112-bbb8-a77ced2bc921 · outbound

This paper cites Galactica: A Large Language Model for Science.

Improving Chemical Understanding of LLMs via SMILES Parsing Galactica: A Large Language Model for Science

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.025940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d3d7047-7e7c-4160-a338-364cc15dafcf · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.077124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f33c678-5d19-4e40-a3b7-301c103d5efe · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:49.371512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e5d7a4e2-14ed-4587-8de2-1087bbb4cc72 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.187805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22423d0c-225c-4d1c-a5fa-b5a8101d045a · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:49.108643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c4ce8dd1-62e1-4744-8362-06a94a656875 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:48.837709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 449446c4-aced-4f94-a9e6-e598d4865c78 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:48.576958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ff03f830-8202-4f7d-9fd4-4594c972bd24 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.442090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4b68b19-20d7-4fe4-a0e4-2dda7e666144 · outbound

This paper cites White, Glen M.

Improving Chemical Understanding of LLMs via SMILES Parsing White, Glen M

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.513137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e04e681-c793-48d3-bc38-a5ac63fbda0c · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.578644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63cf0ce1-46ce-4c58-bfaa-dbbfbf518a85 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.638215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9a59d85-ddca-4eb0-b768-1b24b68f5de1 · outbound

This paper cites Nature Language Model: Deciphering the Language of Nature for Scientific Discovery.

Improving Chemical Understanding of LLMs via SMILES Parsing Nature Language Model: Deciphering the Language of Nature for Scientific Discovery

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.736252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58e8793d-60df-47fb-94ba-5cff8f0738fd · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.802857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6007f3ff-a5a5-4b44-b85d-49b8e89126e8 · outbound

This paper cites Qwen2.5 Technical Report.

Improving Chemical Understanding of LLMs via SMILES Parsing Qwen2.5 Technical Report

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:46.871508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b1a0eb-6fc6-4d17-9f30-ecdacedb1487 · outbound

This paper cites Baker, Ziqi Chen, Xia Ning, and Huan Sun.

Improving Chemical Understanding of LLMs via SMILES Parsing Baker, Ziqi Chen, Xia Ning, and Huan Sun

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:06:48.354643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9235c571-d12e-47f0-936b-5e9f6ec315c6 · outbound

This paper cites an unresolved cited work.

Improving Chemical Understanding of LLMs via SMILES Parsing Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:06:48.022687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d56d06e3-d15f-4a8c-a1d3-20d9d735b949 · outbound

This paper cites online" 'onlinestring :=.

Improving Chemical Understanding of LLMs via SMILES Parsing online" 'onlinestring :=

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:47.048050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 005c788d-3e28-40b5-8c2b-0877757e2a9a · outbound

This paper cites write newline.

Improving Chemical Understanding of LLMs via SMILES Parsing write newline

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:47.129833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5c0043f1-c192-4884-9468-5ff65d9ba594 · inbound

Exploring Modularity of Agentic Systems for Drug Discovery cites this paper.

Exploring Modularity of Agentic Systems for Drug Discovery Improving Chemical Understanding of LLMs via SMILES Parsing

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:13:17.574822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07e1ffdc-3baf-4dcb-ab94-4f70fba65dec · inbound

Reaction-Network-Level Discovery of Ammonia Synthesis Catalysts via Ten-Million-Scale Generative Exploration cites this paper.

Reaction-Network-Level Discovery of Ammonia Synthesis Catalysts via Ten-Million-Scale Generative Exploration Improving Chemical Understanding of LLMs via SMILES Parsing

Reference 26

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Reaction-Network-Level Discovery of Ammonia Synthesis Catalysts via Ten-Million-Scale Generative Exploration cites this paper.

Reaction-Network-Level Discovery of Ammonia Synthesis Catalysts via Ten-Million-Scale Generative Exploration Improving Chemical Understanding of LLMs via SMILES Parsing

Reference 26

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