Paper Citation Record · LEDGER

Investigating the Impact of Data Selection Strategies on Language Model Performance

As of 11 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2501.03826.

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

pith.paper-citation-record.v1
2501.03826 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:49:32.290699Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 022ea559-4547-430a-9882-d87cf8325cd1 · outbound

This paper cites URL: " 'urlintro :=.

Investigating the Impact of Data Selection Strategies on Language Model Performance URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.219932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f32381a-64f2-49a7-81db-a394ff527064 · outbound

This paper cites write newline.

Investigating the Impact of Data Selection Strategies on Language Model Performance write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.225622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21a5bb3e-e817-40a5-969e-8980509f53f2 · outbound

This paper cites A Survey on Data Selection for Language Models.

Investigating the Impact of Data Selection Strategies on Language Model Performance A Survey on Data Selection for Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.230472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3494af29-6327-40c2-bb2b-ed0d6a85f2fe · outbound

This paper cites Language Models are Few-Shot Learners.

Investigating the Impact of Data Selection Strategies on Language Model Performance Language Models are Few-Shot Learners

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.235627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 239a1845-ca03-4a8a-957f-88f548584989 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Investigating the Impact of Data Selection Strategies on Language Model Performance Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.239877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a4fe3c5-57ca-4a87-bcc6-1536ca43ad24 · outbound

This paper cites Gradient-based Bi-level Optimization for Deep Learning: A Survey.

Investigating the Impact of Data Selection Strategies on Language Model Performance Gradient-based Bi-level Optimization for Deep Learning: A Survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.245069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d2d8e1a-85ae-44e4-b16a-1bde8b52f8f3 · outbound

This paper cites an unresolved cited work.

Investigating the Impact of Data Selection Strategies on Language Model Performance Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:49:32.479451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9d9a4bc8-fc65-44a1-acd1-3cbbaeda5c5e · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

Investigating the Impact of Data Selection Strategies on Language Model Performance PaLM: Scaling Language Modeling with Pathways

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.255398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eab36d1d-707f-402c-bf70-e98bedcfaa88 · outbound

This paper cites Don't Stop Pretraining: Adapt Language Models to Domains and Tasks.

Investigating the Impact of Data Selection Strategies on Language Model Performance Don't Stop Pretraining: Adapt Language Models to Domains and Tasks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.260531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3135496d-87e3-480f-a679-a225496398c1 · outbound

This paper cites an unresolved cited work.

Investigating the Impact of Data Selection Strategies on Language Model Performance Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.266611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c41f9fc-4dfc-4113-a92f-3022d9c015a0 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Investigating the Impact of Data Selection Strategies on Language Model Performance Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.271065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 042a6e48-3a63-452b-be60-f6e89ccf26f6 · outbound

This paper cites an unresolved cited work.

Investigating the Impact of Data Selection Strategies on Language Model Performance Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:49:32.459945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 326e4e8e-f9d4-4b96-948f-5081f9855e58 · outbound

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

Investigating the Impact of Data Selection Strategies on Language Model Performance GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.278940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f520713b-44c9-4956-994a-6a7ff46e5da7 · outbound

This paper cites an unresolved cited work.

Investigating the Impact of Data Selection Strategies on Language Model Performance Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:49:32.446891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0a93cd73-86ba-4d1e-9729-1e33082a474d · outbound

This paper cites Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method.

Investigating the Impact of Data Selection Strategies on Language Model Performance Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.286703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ee829c9-ff87-488b-9849-4fb2ba4547c7 · outbound

This paper cites Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities.

Investigating the Impact of Data Selection Strategies on Language Model Performance Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:32.290699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.