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Paper Citation Record · LEDGER

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning

As of 8 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 2 inbound Pith citation observations for arXiv:2507.23541.

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

pith.paper-citation-record.v1
2507.23541 v5

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:44:27.244624Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:01:11.055883Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T12:53:26.982873Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved64
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e570bd12-4cbc-4407-87cf-625a7382ef03 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:29.017458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.084077Z digest=sha256:c0e1a19bfbf181905c8fad6f511a2ad8a81bec4f40a52f02409670a7d2d83ce5

Observation 52bac074-db0d-46f9-9fc9-a7d9eb8e237e · outbound

This paper cites Reliable, Adaptable, and Attributable Language Models with Retrieval.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Reliable, Adaptable, and Attributable Language Models with Retrieval

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.136295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.136295Z digest=sha256:b972dd2ce48d80191290b3dafc7f594097b458b484e7ca13e0abd4d81c3d6358

Observation 56155c15-b966-48f6-818b-2465930d104a · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.191935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.191935Z digest=sha256:a6400b7342c6c3f49bb4a7e9e6cf25402b98ef2be5ea985e4e026dfc1d1dd0b6

Observation 830f4bdf-c237-4272-92dd-a204735581f4 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 4

Resolution
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no resolver link, observed 2026-08-06T10:44:26.242091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.242091Z digest=sha256:849b3a8d267847f264b1a16fd644fa8ef88d4dfac8b709abf264a95d71071a34

Observation 0e88e361-5398-45c1-9e9b-5dde88c2f562 · outbound

This paper cites ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.287502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.287502Z digest=sha256:5f4c1d30390897d8a9707bfa52eff0b83f08736ff1c8c042ff36be925fa35189

Observation 0ff4445f-7fc3-47e5-ab7b-af00287cd701 · outbound

This paper cites MEDITRON-70B: Scaling Medical Pretraining for Large Language Models.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning MEDITRON-70B: Scaling Medical Pretraining for Large Language Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.328838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.328838Z digest=sha256:6812773315a13b0245662006f66c8f663b544b529588aa7484de5ad991fe3845

Observation 31d9ac32-051e-4020-b9af-324be8307078 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.996846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.369342Z digest=sha256:f4d31cbb2a9b65241221f32230508075bdf14e7438ac8101a9e256b3c7189877

Observation 587e05ec-dc4f-4b1c-bb1f-5ff2e5b971fb · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.425092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.425092Z digest=sha256:fd2e3bb0aa31c89d90c9f4de55ed6e6709b409cfeed88042996df860e845f91b

Observation b341bee5-6481-4ec4-aff9-109e0f9f213e · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 10

Resolution
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no resolver link, observed 2026-08-06T10:44:26.556512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.556512Z digest=sha256:2f63d7ed574db700c516b51a515237552516c350712f2ec9ae3814e89bce885f

Observation d0474e84-d96b-48f5-bd6e-0156d8c8aa79 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 11

Resolution
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raw_fallback, observed 2026-08-06T10:44:28.956836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.636689Z digest=sha256:55ac9a47503a69e443dac40d268d563246c864fcdea99f30115ecbcd6d82405d

Observation 71b4b7cf-c134-42ba-aade-71b9f2ee9734 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.940519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.672614Z digest=sha256:7e55763be7ce2d4c27d27681b0501861611ae490e7663adeebe96c5d61165115

Observation cfd0ee1b-cfb6-46df-a8b2-3f66649b9ec7 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.922974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.710916Z digest=sha256:4f586f959f4c43bce2517393c6934c993ae53ee6a8a245ec6b6002bfd64c8b5c

Observation a6533369-9aa5-4d3d-8064-c9873972be78 · outbound

This paper cites The Llama 3 Herd of Models.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning The Llama 3 Herd of Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.761995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.761995Z digest=sha256:3891139a282ff32af51d9b89e7ffc323e185f3205de968f10c4cdc8c700dd314

Observation ff9c4f31-b7c3-412f-915b-5ed59011808d · outbound

This paper cites A Survey on LLM-as-a-Judge.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning A Survey on LLM-as-a-Judge

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.785117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.785117Z digest=sha256:e4e5facf4de37e764817af87ac00e17ffb5900dfa1a9aa2da31582694ae0a5ab

Observation 50af5fb6-4d91-4d54-b033-25b0cbfb01b5 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-06T10:44:26.796731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.796731Z digest=sha256:a25ef3ad5a614806bfc66d9f27d454c759d72d4dd09c3f2120ea4fac95d3b10e

Observation 1adb4984-1502-49d8-90e9-21c3721399c8 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

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no resolver link, observed 2026-08-06T10:44:26.806762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.806762Z digest=sha256:3bc63db2d04e2db19a156cebb7f3131130838526a96e4c51144c19bd691582e9

Observation 0ed5b41d-c747-4556-8d5d-c1957b5ab2c3 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.889242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.815811Z digest=sha256:4c86851e5cf3d49dee710da53794eb9477badc122b27a9ddd0d00a3cde01eeef

Observation f7ea109f-0a87-4b07-9692-8415ce26b03a · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 19

Resolution
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raw_fallback, observed 2026-08-06T10:44:28.873158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.825589Z digest=sha256:fb8e4bf7994bda252adb9789aa9b4825c0fafdac6e786523997e3011be998fde

Observation 2ee5efad-7c3b-49cb-b87e-062e32774c0e · outbound

This paper cites Teaching Large Language Models to Reason with Reinforcement Learning.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Teaching Large Language Models to Reason with Reinforcement Learning

Reference 20

Resolution
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no resolver link, observed 2026-08-06T10:44:26.838066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.838066Z digest=sha256:046a00f987b2f6d5ad7dab05dfeaf5d07c2a8bfcd473c95790d9fcd25f4f56ce

Observation aac26038-e957-4338-8917-2d4df903de78 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-06T10:44:26.850358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.850358Z digest=sha256:aff797c102396a3122aabe6d8b4c04ed972a74c51b46e1fd591ced6595b9a65b

Observation 674959a4-14f9-4f0c-bd7b-3e79411b0727 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.846453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.862793Z digest=sha256:69e1340ad9c30d8a49bbe71ddda0cd2275f00bb0abd838aab5c1b79774728ee0

Observation e8b21b40-d81c-485e-8f58-e544178edf82 · outbound

This paper cites GPT-4o System Card.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning GPT-4o System Card

Reference 23

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no resolver link, observed 2026-08-06T10:44:26.871608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.871608Z digest=sha256:958768bc68830d95600adc1328f63b1da7cfcc69b818a3f42fcd40fdb841f97d

Observation 04b34849-1d3c-4354-a70c-4a670cc20cea · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-06T10:44:26.879729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.879729Z digest=sha256:90b671a08bac3c4c1381a0c219289d899955a7baed8ce105c448496ffcfdc181

Observation 01115aa4-71c8-47e1-bf25-eb4766e23322 · outbound

This paper cites OpenAI o1 System Card.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning OpenAI o1 System Card

Reference 25

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unresolved
no resolver link, observed 2026-08-06T10:44:26.891434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.891434Z digest=sha256:9ba574c4476e346621e721d54140565caf0af59a8358c2379279c987c4d1ff3f

Observation c9afe96f-dedb-41a6-8fdb-051a3eddb3d7 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 26

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unresolved
raw_fallback, observed 2026-08-06T10:44:28.819372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.906573Z digest=sha256:9fb3f9213273b38ce04f30cf32af2d073c969a43a8cbad41c80b2b015508fe07

Observation a625c24c-273e-4342-9bca-c188df89cbfe · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.799518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.919040Z digest=sha256:582f48502c583d4d1cce29dd5727d04f8fd96e6610694c0caf8b470754c72804

Observation a1158828-0942-4817-ac5c-a572965dd29e · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 28

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no resolver link, observed 2026-08-06T10:44:26.937795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.937795Z digest=sha256:ffc3d6c004c672c8e1545f40caff1540482a7870d986f794710084229c7105b3

Observation 71c8f88a-bea6-458d-9334-9e7824089383 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.783182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.945522Z digest=sha256:fdbf892a0cd64ffe2ae5496bbb132128acd17bc365c7a48eb5418d208942b019

Observation da76077c-c784-4a15-8531-0931e5000cce · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.952358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.952358Z digest=sha256:d05465c2f053db9ffd1a9214e9b9d8cf54a22cc4e2233ee166d2b5bc9c1f7e5a

Observation ecaf1c19-cfef-4fdf-9292-b649d62bba74 · outbound

This paper cites SPLADE-v3: New baselines for SPLADE.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning SPLADE-v3: New baselines for SPLADE

Reference 31

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no resolver link, observed 2026-08-06T10:44:26.961176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.961176Z digest=sha256:eaba2dff5d48b094b6bfe127f4350876d609b0c8af1b769b49f8d75070d6c251

Observation cba4e385-d842-4a25-a123-ab01cb651e32 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.768196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:26.967870Z digest=sha256:da0f7b8ab7c1c7a6b7297a0a36e3afd31d11766b32cad6ef80176ea155249203

Observation 9c5eae57-04d6-4a29-bb04-e3da5e92748c · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 33

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unresolved
no resolver link, observed 2026-08-06T10:44:26.986549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.986549Z digest=sha256:658bb39f744f7f213d53e9583d1a89c1ed9080782540153a1968e8fd49b3ed24

Observation 2e5e6bd7-ab18-42bb-9ad6-0e3a66b69b1c · outbound

This paper cites DeepSeek-V3 Technical Report.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning DeepSeek-V3 Technical Report

Reference 34

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no resolver link, observed 2026-08-06T10:44:27.007659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.007659Z digest=sha256:ef80f399dd3aaf6d8128196c9d50d0a20c2b0cc3ec377eed2817e1b24f35eadf

Observation a1d02380-4e9b-4567-8a9b-e142ee9a3b4e · outbound

This paper cites InProceedings of the 2025 Conference on Empirical Methods in Natural Language Processing.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning InProceedings of the 2025 Conference on Empirical Methods in Natural Language Processing

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.994759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.994759Z digest=sha256:ce68c5fffd4a861c10b77cca6ea62a4b007df994172fa38f149300ab507972ba

Observation cd855766-5f9c-42ba-8f38-91dd09040779 · outbound

This paper cites Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL

Reference 36

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no resolver link, observed 2026-08-06T10:44:27.022437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.022437Z digest=sha256:11e369dbd358fd4eabcf8cc0ea4b630c084b65a7ddbdd5eaba7be232bf69e47d

Observation 1402d4d1-ad11-4a06-89b3-375ea28e1493 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.716618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.050678Z digest=sha256:5078c85be5b12c7bbb25e21069281eb7183d6879d82cc7a4bf8083145114541c

Observation 0196ca48-a61a-41d0-9750-62cdf0df1aa1 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.732035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.030216Z digest=sha256:cebb8b187b0ec71406c8f01b618a5d4579b3f142496b473449c4b7ff4347c709

Observation d2afc3f6-c782-48cd-b088-fa538436a927 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.037411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.037411Z digest=sha256:cd26af0d50f5c38c621688daf739667ff891eaa22d0873a7d29110ae6ff5e530

Observation 9f28b93e-5ac3-4017-b87c-769d1ecfdd4c · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.671297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.080519Z digest=sha256:0de9ae0cda4c0b2f0be4ee7e3e1d22359fbe074db0c4a71077b86304628c1002

Observation eeacfc74-c619-4314-9b39-ff17dad95082 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.061454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.061454Z digest=sha256:8881b427ac3cba7f0f4035b9aa89aa550e0bf057b8cabb33e246cc8f35f8c3a1

Observation e7f4f92b-afdd-4ee9-b740-83b5a70191f9 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.687382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.071021Z digest=sha256:929f893716ae203d1bfa1ddb758043931d0f86d89ab0b47fce45f89c3e459c33

Observation 79aa21f0-360d-4ceb-b8ef-d8859fe90b4e · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.629964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.104058Z digest=sha256:aaa56f33bd01f1de62607ea4568a88ae655b1a156cee5a42fd9b7cb39e45e0dc

Observation 83bfc954-5b8a-4616-8fb2-e5e288f2330a · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.655888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.089875Z digest=sha256:bf147b416a8bc511908e7ec455ce48f47b653490d72dc593b9b0cd64b120db65

Observation 4ce7551b-7c25-4410-8e09-86d569197ebc · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.099289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.099289Z digest=sha256:11cc08c32814a676fa0ec95373497ff0bed601fbfd580211a7fa159f4845d0a8

Observation e37cc52a-9454-4d84-976a-3656954cbe59 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.138023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.138023Z digest=sha256:ac4c2cf618cbbe40e07e9301fdecabfeb63ce4088c65179aa851bf481932b8ff

Observation 42324569-22dd-4921-b5e0-c3a2e9485da0 · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.163556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.163556Z digest=sha256:619d202618fe4e1dafd6bd0773a137de8cd829404aa9731d1c98c90518194509

Observation f3067d19-0a7c-4f6a-8df4-c69e415ce16e · outbound

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

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.116353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.116353Z digest=sha256:8fa2d0c7394acd3e51c6c34bac76344f4a74c030bb8eea54df1b92359a656042

Observation ab33c4ea-69c0-40ad-92a1-7fa827d36355 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.128897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.128897Z digest=sha256:6d845d7c10cc3ce14862e0ff866a8ccd762248131c91e3868fb92556b294d70a

Observation 5cd3f484-a7b7-47ff-a536-49d0ca8b1309 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.542411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.179486Z digest=sha256:9bb0812175784770f16fa51ce35c570626501e252fc5be8db2e9bf5bcfe1a9da

Observation 636d3b0d-9d5f-411f-a962-f20d3c39e666 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.519915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.186627Z digest=sha256:68a09d8cdbd18b0e811f9133634c5c18ed9e4ead45a43e2cd4f2cc90330e0cd0

Observation f6da2003-cae8-4b8b-a90a-4809008bf7b2 · outbound

This paper cites JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.192130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.192130Z digest=sha256:571a41848a3182bc03971d43032e7ce35371f896217d8819fbe96c47912d0996

Observation 93891095-279f-4b05-9f39-9ee2d28978f6 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.169834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.169834Z digest=sha256:ede026f656f7b128aeef218b3d4d13a3f03a3b70ddf0bf3a1050b57b600eb05c

Observation 45c64272-b6ca-4d6e-bfd5-40b9d54e37bc · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.174879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.174879Z digest=sha256:cf30eb946f3b18fed6ec3d0f220c31ff4f7923fd695cb9b4d405618923b01c2c

Observation 4db4e9d8-2c21-46a5-b774-4af244c22198 · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning C-Pack: Packed Resources For General Chinese Embeddings

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.209348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.209348Z digest=sha256:1bff6affe77844558628411d3900ed0be70c4b365d2995f3645d318cd347c75d

Observation 1b0c4d64-03c9-4b62-9ee2-97de684635e1 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.214379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.214379Z digest=sha256:4ebad78b5b4ee825466c00c9a9be7fcd39c676b11117c5e32e068c07ce3020a8

Observation 835d8fd5-b39c-4e08-b04e-af7574645705 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.434612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.219395Z digest=sha256:46769ea548296c2fa068820c07c85d51abeb0b0c22a05b991573c598a38b1fea

Observation 714ae354-ca94-414e-b2f4-4bb0dce1012f · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.497659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.199265Z digest=sha256:5f1e58209f1762c6de5623f5e36721235c5042de74d3c5c6af07218e08978fde

Observation 745bea82-2b8e-49ca-98e5-de07e4e500b2 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.475085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.204848Z digest=sha256:fe1fda3627e40705255823d3c58e1fa34a21389c3ee078adbfe8c9938deb6c89

Observation 5c3262e3-bdf1-4db5-b48a-e8619e4bb4c1 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.411676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.232513Z digest=sha256:8351462319f99c8993bc0de5da6f1055c72cac571e63911b0639f6053c6357a3

Observation b240bf9d-0262-4cfd-9351-8a45560deedc · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:44:28.383167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.238861Z digest=sha256:99f51603c6970887f4942f777ed5ab94d6019b87258d669085be909383fed107

Observation 5a5984ba-6af9-4509-9f02-6c36e4cde642 · outbound

This paper cites best evidence.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning best evidence

Reference 63

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T10:44:27.496731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.244624Z digest=sha256:0cdf6bd054217caeadc0c1fa79a58dee8aa41e7992b9d54e4f77c40b2aef0a57

Observation 19e09eb9-a11f-4e87-b736-27533d8a40e8 · outbound

This paper cites Qwen2.5 Technical Report.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Qwen2.5 Technical Report

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.223510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.223510Z digest=sha256:154f317107a1f49e66eb2a78bf82a3a82ff9f321629a758ffdd5b64c7e7de1ab

Observation 44c20aee-c695-4cc0-bf34-f318b09e5d4d · outbound

This paper cites Making Retrieval-Augmented Language Models Robust to Irrelevant Context.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Making Retrieval-Augmented Language Models Robust to Irrelevant Context

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.228226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.228226Z digest=sha256:aef523c82efe5d6044fb507551709e5b3fd44c4bdfd959df3ad89238b5c20ac7

Observation fc0e01e6-7402-4012-9c78-6a97ecff122c · outbound

This paper cites Nucleic acids research49, D1 (2021), D10–D17.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Nucleic acids research49, D1 (2021), D10–D17

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:44:28.612851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T10:44:27.110723Z digest=sha256:cf7693feb7a6eab3566a5710e1d752e29da8a680fc9c7232fdca7ec263ee59d8

Observation 9ee40b71-0394-49e2-9b92-15a867b04229 · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:27.147607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:27.147607Z digest=sha256:4f0b1177415a27148054524b7cb6ab3e37260fd3d913f3e2a97a7df11461994f

Observation e21cf9b2-0cf7-40c7-9ed6-c91eed99d42c · outbound

This paper cites an unresolved cited work.

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning Unresolved cited work

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T10:44:26.926201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.926201Z digest=sha256:a48d737bb1068ffa403de575f6d6cd20b60e45cba5c31ff0fc4960a789cbd4db

Pith citing papers

Observation 6ab9b8a3-63f1-43f0-88e0-c19542fc4fa2 · inbound

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning cites this paper.

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-29T02:24:10.958320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-29T12:43:58.323948Z digest=sha256:9c1144cac184cac8c32211403eb0482a6a14a00d6a6330f12da871e100a2eb62

Observation f2a44d25-4fbf-46d8-893f-6e3f42b280ef · inbound

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning cites this paper.

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T05:01:11.055883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:01:11.055883Z digest=sha256:5d97d4ba8bb2d7fe4691575318ef89cad18e536895b3590eeaf56f230d0fd17a