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Paper Citation Record · LEDGER

Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2404.14779.

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

pith.paper-citation-record.v1
2404.14779 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:51:50.297036Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T07:34:02.980812Z

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 058e3e6e-df8c-4540-a294-5c5ba2de042c · inbound

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs cites this paper.

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 58

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T12:36:50.128903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T12:36:50.060335Z digest=sha256:d4cf1c2d598d6318d5a4d7824cd47fcf2bdce5daa4c279a385b4edc70e4292e6

Observation e6aa6f9b-8fa2-44c2-b36b-9f205f40d337 · inbound

PrinciplismQA: A Philosophy-Grounded Approach to Assessing LLM-Human Clinical Medical Ethics Alignment cites this paper.

PrinciplismQA: A Philosophy-Grounded Approach to Assessing LLM-Human Clinical Medical Ethics Alignment Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T01:21:57.249699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-19T01:21:08.346848Z digest=sha256:65fbf750bd795e32812ffc95a03de22408f55b8937e358719f20293bb1ed9841

Observation 30d45229-6fff-496e-af92-2b2607f70dcb · inbound

AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification cites this paper.

AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-04T13:51:50.297036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:51:50.297036Z digest=sha256:5717d2feca3a4fe9bc0d275a398f1a7fd79b17de42e46f3f4cefd4fe454b4c16

Observation 9276f8ba-f924-4766-ae14-5df3013d8e1e · inbound

MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs cites this paper.

MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-16T20:01:13.167182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-16T20:01:08.666313Z digest=sha256:ca48cb9dcf7574628da5eec5958898474499afa961613c35de904405182b7b26

Observation e82c1cc0-4d68-43f6-94e2-28c51dfb8cdd · inbound

Towards the Next Frontier of LLMs, Training on Private Data: A Cross-Domain Benchmark for Federated Fine-Tuning cites this paper.

Towards the Next Frontier of LLMs, Training on Private Data: A Cross-Domain Benchmark for Federated Fine-Tuning Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T04:59:45.890512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T04:55:24.482203Z digest=sha256:a9570542fcf7be46a22fa45fe41eff81ebd0dcd9e8684c91a479cef473fafdce

Observation 6d9abbdf-2851-4e80-b9ec-cbe7276ca638 · inbound

Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs cites this paper.

Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:34:02.982256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-21T07:30:02.642221Z digest=sha256:555d67c685e66178b6c319a4acc336cf0fc494568c50db5c1f87559d2551edab