Paper Citation Record · LEDGER

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest

As of 8 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2507.15236.

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

pith.paper-citation-record.v1
2507.15236 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:41:52.736029Z

measured 28 of 28 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact2
verified fuzzy2
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b39f1f3c-68d8-47f2-8248-6f1c97973df3 · outbound

This paper cites URL: " 'urlintro :=.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.077134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab40e49-b52b-4626-a6ba-ffee9ec9b642 · outbound

This paper cites write newline.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.124030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e591648-8683-45d5-b271-c26c27d8bb11 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.243497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95f40a8b-1dec-4651-b7f8-c84f0aa8e1f9 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-06T15:41:53.112882Z

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 3e7d529f-cd82-4cee-9f0a-2ec05a04f9fa · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.377860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d46d95fe-696d-4845-a95f-2e030c1c79f3 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.494853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94a70025-b2df-4036-abf1-31c4f7f3e79b · outbound

This paper cites Dolan and Chris Brockett.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Dolan and Chris Brockett

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:41:54.515292Z

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 f018df3f-a413-41b9-b0fa-6c2565dd840a · outbound

This paper cites The Llama 3 Herd of Models.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest The Llama 3 Herd of Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.660578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 107867e1-a9be-486d-bc32-754317c0cadc · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.786800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3eb02a7-bbef-48d9-a166-989a9b045b97 · outbound

This paper cites Large Language Models versus Classical Machine Learning: Performance in COVID-19 Mortality Prediction Using High-Dimensional Tabular Data.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Large Language Models versus Classical Machine Learning: Performance in COVID-19 Mortality Prediction Using High-Dimensional Tabular Data

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:50.914490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34a71a0e-2d67-4b61-9f78-444164fadd2b · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:41:54.400128Z

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 3e95b9d6-f3d0-4062-94b9-64e0ee2cb4dd · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:41:54.288987Z

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 73806ea2-8eaf-4ce2-9eb7-f64304307d64 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:51.327841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 341620c7-816a-4118-b006-a267e89610d0 · outbound

This paper cites GPT-4o System Card.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest GPT-4o System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:51.399741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7efc890f-55d1-4aca-ac65-35f123623411 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:51.499771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4352bbf-4683-4a7a-a636-e9719cc437d2 · outbound

This paper cites Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Peper, Christopher Clarke, Andrew Lee, Parker Hill, Jonathan K

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:41:54.146228Z

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 e1d198ee-2523-4c84-a078-45d504d02667 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:51.730889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 181b4ec0-887f-4538-bb6e-5d218e259670 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:41:54.017796Z

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 4fa0f779-bb82-4de7-87ab-2407627ed430 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:51.946263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a07dd7db-0c36-4829-93f7-563ceb0fbd93 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:52.021861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d596164-46c5-4cba-bc2c-066cd1564a88 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:41:53.870897Z

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 71e1c315-9891-41c5-988d-ba514d6565f6 · outbound

This paper cites Manning, Andrew Ng, and Christopher Potts.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Manning, Andrew Ng, and Christopher Potts

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:52.124569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6440e6ad-ee32-4453-8dfb-6a44b664fa8d · outbound

This paper cites Smith, and Yejin Choi.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Smith, and Yejin Choi

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:52.251426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 667a03bd-70e3-499c-a815-c73c42f62958 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:41:53.635770Z

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 7b09d269-c486-480f-891b-216cd4c2cccd · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:52.456621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc802ef9-9b0f-427a-8d0a-4e57fcb69725 · outbound

This paper cites GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:52.542205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24506daa-eed1-4ee0-8cf3-c209817dd5d3 · outbound

This paper cites an unresolved cited work.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Unresolved cited work

Reference 27

Resolution: verified exact; doi, observed 2026-08-06T15:41:52.921262Z

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 3ab06572-ef19-478a-9411-cecb32d03d09 · outbound

This paper cites Open, Closed, or Small Language Models for Text Classification?.

SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest Open, Closed, or Small Language Models for Text Classification?

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:41:52.736029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.