Paper Citation Record · LEDGER

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement

As of 20 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2501.01070.

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

pith.paper-citation-record.v1
2501.01070 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:41:58.533228Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:02:28.943330Z

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

36 of 36 outbound references displayed

verified exact0
verified fuzzy25
unresolved11
parse uncertain0
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External citation measurements

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

Outbound references

Observation c1c81907-5347-43a6-a5ad-614d159b0c9c · outbound

This paper cites 2024, The Astronomical Journal, 167, 62.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2024, The Astronomical Journal, 167, 62

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.897495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0cf11f55-cfe9-4edd-bfb1-fe81a60a7b6b · outbound

This paper cites The DESI Experiment Part I: Science,Targeting, and Survey Design.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement The DESI Experiment Part I: Science,Targeting, and Survey Design

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.420164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 448fdfea-8215-4553-acb2-294d1abca45d · outbound

This paper cites 2014, Monthly Notices of the Royal Astronomical Society, 441, 2440.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2014, Monthly Notices of the Royal Astronomical Society, 441, 2440

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.886324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cabbeb15-801b-431c-a99a-8ac3c08bde6b · outbound

This paper cites S., & Schlegel, D.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement S., & Schlegel, D

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.874237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d98027ea-5754-4b04-b601-754af2cd1fe3 · outbound

This paper cites S., Schlegel, D.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement S., Schlegel, D

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.863991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a6dc20ae-2ae1-486a-b039-b731febbbd05 · outbound

This paper cites 2001, Monthly Notices of the Royal Astronomical Society, 328, 1039.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2001, Monthly Notices of the Royal Astronomical Society, 328, 1039

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.435262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6baa947e-4e14-4fc6-a161-221bb4dce7d5 · outbound

This paper cites A., & Lahav, O.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement A., & Lahav, O

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.847010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 911231d9-30de-47eb-95b4-ecd557835998 · outbound

This paper cites 2024, Research Computing Services, Rochester Institute of Technology, doi: 10.34788/0S3G-QD15.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2024, Research Computing Services, Rochester Institute of Technology, doi: 10.34788/0S3G-QD15

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.442387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e0926c6-5bf7-485d-ab70-c06c156778db · outbound

This paper cites Very Deep Convolutional Networks for Text Classification.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement Very Deep Convolutional Networks for Text Classification

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.446081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac446f50-3bf6-4589-a017-3a3e69ecf68f · outbound

This paper cites 2018, Monthly Notices of the Royal Astronomical Society, 475, 2978.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2018, Monthly Notices of the Royal Astronomical Society, 475, 2978

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.836823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 82b52c13-662c-4cd3-bcb1-a1ae98504691 · outbound

This paper cites 2010, Publications of the Astronomical Society of the Pacific, 122, 827.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2010, Publications of the Astronomical Society of the Pacific, 122, 827

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.826619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 00b930ae-0349-480e-b9b6-fa7c66567060 · outbound

This paper cites W., Sypniewski, A.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement W., Sypniewski, A

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.816525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f53fc54b-af10-4360-bd70-23a206f90d4e · outbound

This paper cites 2023, The Astronomical Journal, 165, 144.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2023, The Astronomical Journal, 165, 144

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.806524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 72f35089-3962-4c7a-8071-4149e81435b4 · outbound

This paper cites J., Ruiz-Macias, O., et al.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement J., Ruiz-Macias, O., et al

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.796263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 03286787-beee-467f-b92d-c840c3b8db31 · outbound

This paper cites 2016, in Proceedings of the IEEE conference on computer vision and pattern recognition, 770–778.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2016, in Proceedings of the IEEE conference on computer vision and pattern recognition, 770–778

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.467119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78001657-d039-46ac-be13-cd582d02e263 · outbound

This paper cites C., Mosteller, F., & Tukey, J.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement C., Mosteller, F., & Tukey, J

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.779245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation abf34d95-2563-49cd-ba1e-e42ddd1df815 · outbound

This paper cites 2015, Monthly Notices of the Royal Astronomical Society, 449, 2040.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2015, Monthly Notices of the Royal Astronomical Society, 449, 2040

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.769311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cfa1353b-d173-4fc9-9949-693aa2eb7da0 · outbound

This paper cites 2016, Astronomy and Computing, 16, 34.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2016, Astronomy and Computing, 16, 34

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.475424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f977c30-b930-4271-9d42-d9f245ab40d7 · outbound

This paper cites 2008, The Astrophysical Journal, 690, 1236.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2008, The Astrophysical Journal, 690, 1236

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.753925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8c3dbcad-976e-479a-ac8a-7f1b129d2577 · outbound

This paper cites J., Nicholls, D.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement J., Nicholls, D

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.744887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c6e3068f-4961-4d60-90ec-6aac278cac46 · outbound

This paper cites J., & Mink, D.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement J., & Mink, D

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.735740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 272e4647-938d-4bc6-b667-98d9786d3580 · outbound

This paper cites AstroCLIP: A Cross-Modal Foundation Model for Galaxies.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement AstroCLIP: A Cross-Modal Foundation Model for Galaxies

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.486574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45aa9c03-0098-4078-88df-bb9e73d04596 · outbound

This paper cites C., Fanson, J., Schiminovich, D., et al.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement C., Fanson, J., Schiminovich, D., et al

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.725861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 94a3ff98-af60-4995-98bb-94d983569455 · outbound

This paper cites 2023, The Astronomical Journal, 166, 74.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2023, The Astronomical Journal, 166, 74

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.714887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f3f905db-ecd9-4c9b-a7ed-7ccfa28efc2d · outbound

This paper cites 2024, Monthly Notices of the Royal Astronomical Society, 531, 4990.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2024, Monthly Notices of the Royal Astronomical Society, 531, 4990

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.496088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36be6df5-6fef-447f-9949-077830f43100 · outbound

This paper cites 2019, Advances in neural information processing systems, 32, 8026.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2019, Advances in neural information processing systems, 32, 8026

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.699445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e363f232-2374-484d-a866-7e852a5be4b2 · outbound

This paper cites A., et al.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement A., et al

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.689808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b11674c0-068b-4b4b-821c-793f992c1d72 · outbound

This paper cites V., et al.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement V., et al

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.679506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0d61a583-1fbe-4220-aa02-3fccaca6404d · outbound

This paper cites F., Kirkby, D., Schlegel, D.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement F., Kirkby, D., Schlegel, D

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.668889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e233bdcc-418b-45f4-8e44-e989852c2d7d · outbound

This paper cites Photometric Redshift Estimation with a Convolutional Neural Network: NetZ.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement Photometric Redshift Estimation with a Convolutional Neural Network: NetZ

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.512413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b17be1ba-7ff7-472a-99a0-339edbc673a2 · outbound

This paper cites 2019, IEEE Transactions on Big Data, 6, 460.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2019, IEEE Transactions on Big Data, 6, 460

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.657642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8d895b3d-3dda-468a-bfa8-1dbf89016074 · outbound

This paper cites 2004, Publications of the Astronomical Society of the Pacific, 117, 79.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2004, Publications of the Astronomical Society of the Pacific, 117, 79

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.646994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d13fd7d3-cb8c-4f9c-93cc-a3fd2d9049e7 · outbound

This paper cites J., & Klose, C.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement J., & Klose, C

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.636155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cf2d83bd-bd5a-40c9-91b8-e6e1e8a6287e · outbound

This paper cites Predicting galaxy spectra from images with hybrid convolutional neural networks.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement Predicting galaxy spectra from images with hybrid convolutional neural networks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.525842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4757982f-9af3-48d4-ae77-e441c8700d42 · outbound

This paper cites Galaxy Spectra neural Network (GaSNet). II. Using Deep Learning for Spectral Classification and Redshift Predictions.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement Galaxy Spectra neural Network (GaSNet). II. Using Deep Learning for Spectral Classification and Redshift Predictions

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T22:41:58.529335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9363e131-1a07-42aa-afdb-c9bf5e7ada0f · outbound

This paper cites 2021, The Astrophysical Journal, 909, 53.

SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement 2021, The Astrophysical Journal, 909, 53

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:41:58.624667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation a9f9ac73-8e0c-42e6-ac4e-d2c9f9d4b32f · inbound

Generalization from Low- to Moderate-Resolution Spectra with Neural Networks for Stellar Parameter Estimation: A Case Study with DESI cites this paper.

Generalization from Low- to Moderate-Resolution Spectra with Neural Networks for Stellar Parameter Estimation: A Case Study with DESI SpecPT (Spectroscopy Pre-trained Transformer) Model for Extragalactic Spectroscopy: I. Architecture and Automated Redshift Measurement

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-02T23:04:07.599663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.