Paper Citation Record · LEDGER

Teaching LLMs to Speak Spectroscopy

As of 23 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 4 inbound Pith citation observations for arXiv:2508.10075.

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

pith.paper-citation-record.v1
2508.10075 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:46:50.624612Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-08T16:00:44.310044Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

17 of 17 outbound references displayed

verified exact3
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation f4f0ec69-4b06-4c23-8417-1da1b63c3090 · outbound

This paper cites an unresolved cited work.

Teaching LLMs to Speak Spectroscopy Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.389206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b5d4ee9-23a1-48cd-a07b-4b74dd31803b · outbound

This paper cites Liu, Z., Lin, Y ., Cao, Y ., Hu, H., Wei, Y ., Zhang, Z., Lin, S., and Guo, B.

Teaching LLMs to Speak Spectroscopy Liu, Z., Lin, Y ., Cao, Y ., Hu, H., Wei, Y ., Zhang, Z., Lin, S., and Guo, B

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.561282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58cc2da9-95c3-4b4f-ace1-5292cb200925 · outbound

This paper cites ProLLaMA: A Protein Large Language Model for Multi-Task Protein Language Processing.

Teaching LLMs to Speak Spectroscopy ProLLaMA: A Protein Large Language Model for Multi-Task Protein Language Processing

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.595964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65bc932d-fff7-419a-807f-62024747f3ca · outbound

This paper cites ProLLaMA: A Protein Large Language Model for Multi-Task Protein Language Processing.

Teaching LLMs to Speak Spectroscopy ProLLaMA: A Protein Large Language Model for Multi-Task Protein Language Processing

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:46:50.696389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a75d95e0-0923-4876-ae61-88bb313ca038 · outbound

This paper cites an unresolved cited work.

Teaching LLMs to Speak Spectroscopy Unresolved cited work

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-05T20:46:50.612538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be22cef7-0f13-47e7-9a57-f091a3739cc5 · outbound

This paper cites an unresolved cited work.

Teaching LLMs to Speak Spectroscopy Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-05T20:46:50.652471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d9b180a8-6d7e-4959-a135-dc6cf8c72780 · outbound

This paper cites UniGenX: a unified generative foundation model that couples sequence, structure and function to accelerate scientific design across proteins, molecules and materials.

Teaching LLMs to Speak Spectroscopy UniGenX: a unified generative foundation model that couples sequence, structure and function to accelerate scientific design across proteins, molecules and materials

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.621693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8efc2c8-a520-4c34-94a0-8f2f626eeb5b · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Teaching LLMs to Speak Spectroscopy Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.624612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f8fb760-0802-42b8-8690-c93fb7646a22 · outbound

This paper cites Language Models are Few-Shot Learners.

Teaching LLMs to Speak Spectroscopy Language Models are Few-Shot Learners

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:49.825400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca666bfe-4770-47a5-a596-1b322e529a10 · outbound

This paper cites LLM Inference Unveiled: Survey and Roofline Model Insights.

Teaching LLMs to Speak Spectroscopy LLM Inference Unveiled: Survey and Roofline Model Insights

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.618756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41307897-3d4a-4117-b323-9bc165ee474c · outbound

This paper cites Scaling Laws for Emulation of Stellar Spectra.

Teaching LLMs to Speak Spectroscopy Scaling Laws for Emulation of Stellar Spectra

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.606162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5be46f-5782-43f2-be76-809eb9fdba14 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Teaching LLMs to Speak Spectroscopy An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:49.917552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edee1cf9-9482-4d0d-af25-3cd725c0d2c8 · outbound

This paper cites 3DMolFormer: A Dual-channel Framework for Structure-based Drug Discovery.

Teaching LLMs to Speak Spectroscopy 3DMolFormer: A Dual-channel Framework for Structure-based Drug Discovery

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.282066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0a743b1-1e7a-4df6-a0a1-f8526a7d3874 · outbound

This paper cites The Scaling Law in Stellar Light Curves.

Teaching LLMs to Speak Spectroscopy The Scaling Law in Stellar Light Curves

Reference 2022

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:46:50.684273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dd55dae9-a756-4a0f-beb7-d3aaca500ab9 · outbound

This paper cites Fine-Tuned Language Models Generate Stable Inorganic Materials as Text.

Teaching LLMs to Speak Spectroscopy Fine-Tuned Language Models Generate Stable Inorganic Materials as Text

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.020482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93910225-29e5-4306-b647-d001d1b8067d · outbound

This paper cites Fine-Tuned Language Models Generate Stable Inorganic Materials as Text.

Teaching LLMs to Speak Spectroscopy Fine-Tuned Language Models Generate Stable Inorganic Materials as Text

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T20:46:50.126950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 186a6181-1c16-4eb5-8c04-c89100e85396 · outbound

This paper cites Scaling Laws for Emulation of Stellar Spectra.

Teaching LLMs to Speak Spectroscopy Scaling Laws for Emulation of Stellar Spectra

Reference 2025

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T20:46:50.672420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 91f12d3d-caa0-40bc-b550-9554686bb503 · inbound

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference cites this paper.

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference Teaching LLMs to Speak Spectroscopy

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-22T02:50:57.895078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 80c1c0da-3c44-4ebc-a857-9da0ee2d22ea · inbound

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference cites this paper.

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference Teaching LLMs to Speak Spectroscopy

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-25T02:55:16.038554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 58851cda-876c-45df-871c-820717c385d0 · inbound

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference cites this paper.

Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference Teaching LLMs to Speak Spectroscopy

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-06-30T16:44:55.600867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a9d32582-9cce-4ed1-a975-4c2b3bac5ce3 · inbound

Executable verification through formalized expert reasoning in astronomical spectroscopy cites this paper.

Executable verification through formalized expert reasoning in astronomical spectroscopy Teaching LLMs to Speak Spectroscopy

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-08T16:05:06.239005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.