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Paper Citation Record · LEDGER

Towards Adaptive Prefix Tuning for Parameter-Efficient Language Model Fine-tuning

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2305.15212.

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

pith.paper-citation-record.v1
2305.15212 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:41:16.654757Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T20:28:39.137048Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 853d03ea-549e-4a5d-979f-08643ac8acde · inbound

A Comprehensive Overview of Large Language Models cites this paper.

A Comprehensive Overview of Large Language Models Towards Adaptive Prefix Tuning for Parameter-Efficient Language Model Fine-tuning

Reference 253

Resolution
verified exact
arxiv_id, observed 2026-05-19T20:28:39.140609Z

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=2026-05-19T20:28:38.900026Z digest=sha256:1c830509abdb76a2bd5792cc2ac69d1bf3463fe2a723a9f77c4c640200979a5e

Observation c9542088-eefc-4855-9a2f-26eaecc919ed · inbound

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey cites this paper.

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey Towards Adaptive Prefix Tuning for Parameter-Efficient Language Model Fine-tuning

Reference 44

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T11:32:37.167937Z

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=2026-05-13T11:32:36.738536Z digest=sha256:5632764b4345df81f7962e8fdd5efa4549a2e1a39ed7f026bdcfe517fc623ee1

Observation c29b0258-87af-44c8-a039-369587852d2b · inbound

Survey of different Large Language Model Architectures: Trends, Benchmarks, and Challenges cites this paper.

Survey of different Large Language Model Architectures: Trends, Benchmarks, and Challenges Towards Adaptive Prefix Tuning for Parameter-Efficient Language Model Fine-tuning

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-11T22:41:16.654757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:41:16.654757Z digest=sha256:0c4d99a41b5c499bfbfb5d9c3f869fc89a79b05b3ba792702fd22244e34ce551