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Paper Citation Record · LEDGER

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

As of 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.084077Z digest=sha256:c95bc8c3c52d18b432b678a2d5d7375cc51b487dd2ff009fa8a2a01757d32ac7

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:dbeebe850030b809e10ef8f3d72dd4f7c7be89db64d9e4defa97b5dce81d1203

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=sha256:0181ca86954956ff3639cc00116fcc600f0c8237d7fa282db17b54311319ae50

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
unresolved
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=sha256:0107e6d9239895a0b5681144dbc1364fb50ed083b327c9de5a3f9f866df67786

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:bebb05448fb012af6a26313eab50d0437258730c09cc9872ca3fc1d12f17557a

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:df437661aec7e4f54b2e17835df6ae6fdbbd1941cc8c5f05fb71fdfda5dccf2b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.369342Z digest=sha256:36d05bbc364fd7897dcaef2b68f5334974c6f86e0e942e316acc6215ac86b804

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:c84c0d6b5fe14036f6981dac8aaff2d2cea65376cb3660056d168c2c9e0c3884

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=sha256:5b03f6ce76bef33aeda4fac547e14fc7921c8c46c4d75e0d3a7e1519b915849f

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
unresolved
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.636689Z digest=sha256:fc8c54a864fb6e7c06276d2ddea35566b00e33e448be5a231264c8b4f070cce4

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
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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.672614Z digest=sha256:9eb54f9ba07fb9a988131b19b9cc73c33a8f01e252f53cd47f481ea8606b981e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.710916Z digest=sha256:5ef246a0a636199682a654fdf06c61f9608a18bc42329ff3d4f878e544c03d4b

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:a04fecfbfc60c9dcd28f0678028c628a4239e634553744f4d2ee29cec3131e23

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=sha256:8c44e412d375f580d807f0309b099dd63a3f60da87fc794a01a2264353e81207

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

Resolution
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=sha256:583f4fa4b449ce79e2dcd93404a8dfc01b4360b16a45d69b50ff8240eb9df787

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=sha256:0cb014f346dc9bde69434fea149a0851852615caca36130196133e7588b2b9fd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.815811Z digest=sha256:f8ff5164367642556048d3662d8b7189c181a3e625b41a9fdf74a794d1f4dcd1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.825589Z digest=sha256:3031239a202228e70a469585a1e46b5c5ce0c3e562a96305f3af2c7537eb8cfa

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

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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=sha256:3808f03dd9fb8ec4002b23913bfffe9377bf03642373e799226d2af79c63644a

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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unresolved
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=sha256:5ef61121537e223b70c1ba7ba44b5f82c95d21b658558ac73f7cc80bcb8b3601

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.862793Z digest=sha256:dc9b91157db189b13a00e619d7c3a457f3b486ce937fc82fce3b92e85e11e550

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:d4831f3389c967e3eee8bf8137b158b134e57ddbe863f1f6e36fa412d9b83445

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:ba43d1d19b8d0e58a7fc845a33c00ff2be2a128a17b12467af3b78a587390dbd

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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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=sha256:981c41092b65a99ff1a7976982ae3023435e6aba0edfbe3e157c6693ae49bd53

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.906573Z digest=sha256:b1c7fce7b19fcb1dc3eb3a898e4f1661bb7b5d2e6d7a3fde8b02f6b54a5ecd11

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.919040Z digest=sha256:3da89fd9676d05b60b4493db5ca083ba45d4bb0309b95bfeedab71712f3e92f8

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=sha256:936efff8f05b954eb9e83404093595dec0fbb5c591f698e19d3a2b83233fbb6b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.945522Z digest=sha256:15e6145b0cf6ac0bb4f73a045f7e4a523192bf726ba5524278d3f1b432c24888

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:c96c5609b5a8969abf450d7869b86733fc2429573c017f4472980413739c3188

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:f8e177e1777300dcf59c33851312bbeb393fd90a813beecb485e306d3a99fa74

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:26.967870Z digest=sha256:99dff2cfe3bf86aa10f6f931697705ee17889822d7453a7a543966509e8f4c88

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=sha256:9ca5d88db463490bae9a562eaf9f8f19df74b154340f844354c0bd5bd231a79c

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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unresolved
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=sha256:33362fd91171a983ac6fe96c15462c9d324bf919f7aa5f0522e750c287f42f1a

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=sha256:1d15bb1c7ebeacc1a1420fd79d811a3cbf850a899d8d159cfc7efdc08d54a414

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=sha256:9bbfe18f18be7fb6f6dc7bb663fcdeac97d4f238dc593cb8c26c446b89c5ad02

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.050678Z digest=sha256:9542f0b2d37b1d44ab0bc83353088df6d87defb97b34c229c914f19a27cc348e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.030216Z digest=sha256:0d57bbdd6e35fc9556d3b7451ee906e3b45dcb822498474598752fb5fb21bc97

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:ff58e6c50b9274fd04144ff8a16adf25bdb02cf33f330a49e92469435efb9f2c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.080519Z digest=sha256:85531b32eff028f2116f45fda0b40b128af8c3a7456edb3f875fc98964fadab8

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:dc1e0eda71a49ba4b9534ac0a87ef0e50c7a1a6a11a50087426dcfd6a7c0ad34

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.071021Z digest=sha256:c78e5f882d4ba1088970e72f8a6f985b5aaea13d270cdc02c13b3eafa75890ab

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.104058Z digest=sha256:8ea9ad538252fe6b6f098339f039e35a1c939dc6fe78fec44c82298dcc5415dd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.089875Z digest=sha256:027ea188f3a395a7bab3cdd331907e852b98cbe4f3c46e373099f2f3943e78a1

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:c2db55b55a6865c501f127a9bdaa0a961010b2256be60d5a40cd7a1e7b4211c2

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:fc1aa4f415832d225e30bef1ca078325a27824c4a1b1f7d188502ced362e48fa

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=sha256:68ce2320796e8fe80bb03dbfde689406274916bc54d32f4bb8c93e7dac7da6f8

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=sha256:3da350d6d4dad4e2b0670c513177533a773f60624d71e055c863b435894fd7ae

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:dd09f076786e4b06ee61dc55477ae5c4b29a4620d60338feff2c68282611a185

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.179486Z digest=sha256:93c155ddd69af69534ac470327deb881ba18ac6ee170b45211f5d4846363607b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.186627Z digest=sha256:3ff84b0e2e2bfd9e0dd34824ecb2bf3887d9e6df855fdcba676253be7955f547

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=sha256:2cdccf65f910d05c64f17ffd2e550220edd02a6795b04e56e937ccd1e3527293

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=sha256:67c1d25dcb166f4ab97f27c76c10d87be79a3ac89b5035f4f789a722cade79d3

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=sha256:1726c1a009f4f585a38fff710f40fe26edb76cebacc8416ccbfbf0c7d35bf2bc

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:a79a555d62caf067c5d9e592669c7ce38c82b0ae50b029b74fbadd2c6bd3f9b9

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=sha256:139eab6a37e54fe70c61568d35626b9bf57d021208eadcbe96cdd1534fa89521

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.219395Z digest=sha256:26ad81e3ec66a03fa4a97198c8d7c76a9ba9249689b0ef9354cdeae634027dee

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.199265Z digest=sha256:512512c01c2c950031fc5a632237057695de929224ba691964f806067705b22b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.204848Z digest=sha256:9e554f2421fb17e5137d134b920eb8131c0433386f992639e9d89e62bd9ccf9a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.232513Z digest=sha256:3cc68282abd86ce1e2f1ed694506253c8f3483a101ab6ceacff6ee5e6695a526

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.238861Z digest=sha256:653eee835fac9d1ec9eb2b2b7c20b46b90633c07038d41c12c71a5ac63047458

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.244624Z digest=sha256:161cae5593cb9d798482c1ece643442ef36dc44693131a4b344fd44a78c8abaa

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:a1ea004b70b2e58cd177ffcc3c5f1d8a902165a10f4b96bfa44f97a3f7fa983b

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=sha256:476b0225473a817ae35af4e545f48da4faf11652c26a80bcb54cf41787c6e66d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-06T10:44:27.110723Z digest=sha256:25bbb4febf1d116fa029d8709bfe5b218b140f3fa9a050c40fd9c73a1cecffb3

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:e776b46ddebd781b87ae539925f4c70f44bcf5533b3cca11436e07c0e6c412d2

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:e8b83051413991881453e53d3c273ee08d4703f42cd73e062f4103b69c12d7e8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-29T12:43:58.323948Z digest=sha256:2d75eac1349e569f8bdd421124cf02ece78fbb67e524ff584c6b5fdff80eb638

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=sha256:9f9444b238c2cc0ff5bde0a26b730149511285b58fbeec005e3458d21813542c