Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T08:39:45.847984Z
Paper Citation Record · LEDGER
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks
As of 20 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2601.16312.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
10 of 10 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved10
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 03513ba8-822b-41e2-952d-c1a0bb0ee510 · outbound
This paper cites This nudges the LLMs to generate reasoning grounded in complete structural and property data rather than superficial pattern matching from SMILES alone.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks This nudges the LLMs to generate reasoning grounded in complete structural and property data rather than superficial pattern matching from SMILES alone
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:45.369257Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffdfdce6-42aa-4127-8e34-3a34f6875215 · outbound
This paper cites This mirrors how polymer chemists ap- proach unfamiliar materials—consulting all avail- able data before reasoning to conclusions.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks This mirrors how polymer chemists ap- proach unfamiliar materials—consulting all avail- able data before reasoning to conclusions
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:45.551909Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c227c061-1d43-448d-b1e9-f58f693522dd · outbound
This paper cites A Method for Inferring Polymers Based on Linear Regression and Integer Programming.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks A Method for Inferring Polymers Based on Linear Regression and Integer Programming
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:44.768138Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 035ce028-d05e-467f-a69c-5a3211e20ab2 · outbound
This paper cites 1": { "question.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks 1": { "question
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:45.675686Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a27e7a82-9ffe-420c-b2a5-5af5edc6d834 · outbound
This paper cites an unresolved cited work.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:45.847984Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5188650e-526e-4ef2-8df4-a3a19b58d7b5 · outbound
This paper cites A Appendix A.1 Polymer Dataset Sources Table 3 summarizes all data sources used in creat- ing PolyBench including their size, polymer types, and the information they provide.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks A Appendix A.1 Polymer Dataset Sources Table 3 summarizes all data sources used in creat- ing PolyBench including their size, polymer types, and the information they provide
Reference 2016
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:45.064802Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f4be4f6-4003-47db-a11b-7887a5b548aa · outbound
This paper cites an unresolved cited work.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks Unresolved cited work
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:45.239554Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6953938e-9ac9-487b-93c1-1940739a8e6d · outbound
This paper cites Faith and Fate: Limits of Transformers on Compositionality.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks Faith and Fate: Limits of Transformers on Compositionality
Reference 2021
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:44.575582Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 231d79cc-ab5b-4217-a7be-5b25c6e1eb0f · outbound
This paper cites Seonghwan Kim, Charles M.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks Seonghwan Kim, Charles M
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:44.906036Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 994c63cd-4f4a-4f0b-945d-ca6825bb6f95 · outbound
This paper cites InProceedings of the 24th Workshop on Biomedical Language Processing, pages 319–327, Viena, Austria.
Teaching and Evaluating LLMs to Reason About Polymer Design Related Tasks InProceedings of the 24th Workshop on Biomedical Language Processing, pages 319–327, Viena, Austria
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T08:39:44.653590Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.