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Paper Citation Record · LEDGER

Fine Tuning Large Language Models for Medicine: The Role and Importance of Direct Preference Optimization

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2409.12741.

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

pith.paper-citation-record.v1
2409.12741 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:01:44.023672Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T06:11:23.649032Z

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 755229fb-6832-44f3-b0d3-e2e37aee6581 · inbound

Conversation Forests: The Key to Fine Tuning Large Language Models for Multi-Turn Medical Conversations is Branching cites this paper.

Conversation Forests: The Key to Fine Tuning Large Language Models for Multi-Turn Medical Conversations is Branching Fine Tuning Large Language Models for Medicine: The Role and Importance of Direct Preference Optimization

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T20:01:44.023672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:01:44.023672Z digest=sha256:49bd84e1337a1bcb99b583d193d8235c91c9e5d7dcfa8e2f9a9b927193454a66

Observation bf507d67-f86c-4beb-801d-22a59577562e · inbound

CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics cites this paper.

CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics Fine Tuning Large Language Models for Medicine: The Role and Importance of Direct Preference Optimization

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:11:23.653722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-12T04:32:16.930291Z digest=sha256:422d01f0c974b574b411ec0f2e48f82cf5970f04508b40471939a79d3158b188