Pith. sign in

Paper Citation Record · LEDGER

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA

As of 10 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 0 inbound Pith citation observations for arXiv:2605.25988.

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

pith.paper-citation-record.v1
2605.25988 v1

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T21:32:49.484015Z

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

5 of 5 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 851b6855-5018-4f0a-9faf-41d2d49c337f · outbound

This paper cites MedBioLM: Optimizing Medical and Biological QA with Fine-Tuned Large Language Models and Retrieval-Augmented Generation.

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA MedBioLM: Optimizing Medical and Biological QA with Fine-Tuned Large Language Models and Retrieval-Augmented Generation

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-06-29T21:33:58.807945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-29T21:32:49.484015Z digest=sha256:831291d79a214aaa57f5b878fa858f8c8e8e733041cfc7e2dea747a415bc128d

Observation 3ed34150-ac4f-49be-8fdf-8cf746cf497a · outbound

This paper cites Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation.

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T21:33:58.801546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-29T21:32:49.484015Z digest=sha256:2157bc41de243cd1ef4cec8b322de167c832092a3f2d00455654433ee288a1c5

Observation ff11487c-8de1-4c01-a9e8-d06db10b7f46 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-06-29T21:33:58.805227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-29T21:32:49.484015Z digest=sha256:6ecb1be269d1fce1db56eb6f18bd5f6e58ed47af710ed664a06159ab0a0ead29

Observation d755fe09-8a42-493f-934a-673c2472e568 · outbound

This paper cites MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework.

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T21:33:58.798786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-29T21:32:49.484015Z digest=sha256:6dbcc0065002325a00f198c2aa05d035eea0f02040702422e31bfed7d1b2c31f

Observation 79ad1dfb-6352-423f-a0de-d775b3a248ad · outbound

This paper cites no-checker.

What Makes a Medical Checker Trainable? Diagnosing Signal Collapse and Reward Hacking in Checker-Guided RAG for Biomedical QA no-checker

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-29T21:32:49.484015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T21:32:49.484015Z digest=sha256:025304a6f2790fcabcaa17126318c246a899ae1eebed9d9f48756b1a790ca07c

Pith citing papers

No inbound Pith citation observations are available.