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Paper Citation Record · LEDGER

Comparative Analysis of Efficient Adapter-Based Fine-Tuning of State-of-the-Art Transformer Models

As of 13 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 1 inbound Pith citation observation for arXiv:2501.08271.

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

pith.paper-citation-record.v1
2501.08271 v1

Coverage vector

measured 3 of 3 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:33:18.604011Z

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T19:48:47.656516Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

3 of 3 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d458f00c-6c0c-44d9-97de-cf8bef51c362 · outbound

This paper cites an unresolved cited work.

Comparative Analysis of Efficient Adapter-Based Fine-Tuning of State-of-the-Art Transformer Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:33:18.679590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T20:33:18.591440Z digest=sha256:bb45cfe4f023a1a2f537c3848e2781d14adc79c0c751c1b1179f0c0676a1334d

Observation c1c52767-60e2-4256-b8e1-ce5d44c379d8 · outbound

This paper cites reasonable default.

Comparative Analysis of Efficient Adapter-Based Fine-Tuning of State-of-the-Art Transformer Models reasonable default

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:33:18.663302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T20:33:18.597622Z digest=sha256:bac4930dcf03d27c220574a8a2a8b09dc11d6ea1bf623f28a5ce50ff1fda18bc

Observation c320b198-c0df-4978-9f16-0e1752c3e17c · outbound

This paper cites AdapterHub: A Framework for Adapting Transformers.

Comparative Analysis of Efficient Adapter-Based Fine-Tuning of State-of-the-Art Transformer Models AdapterHub: A Framework for Adapting Transformers

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T20:33:18.604011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:33:18.604011Z digest=sha256:ffe7fb53062c152da5ade1cee3ed774c45bd52deb6b89371a257686f809ec245

Pith citing papers

Observation 0c39b048-ba09-4bf2-a394-46c2155fe867 · inbound

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models cites this paper.

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models Comparative Analysis of Efficient Adapter-Based Fine-Tuning of State-of-the-Art Transformer Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T19:48:47.656516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:48:47.656516Z digest=sha256:24ed6f439dddba8da75cddc26bab9999f4244bbb4f8134888aceeab5b367f920