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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.084077Z digest=sha256:c0285dbdb4d8991f80b8f165828036d296e0fdf9b0e1876da8afce185397211e

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
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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=sha256:429553689ceddfda26a8948b68db3a49b8d0de189e34ceb7a2e54ba647fb1ea5

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
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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:b2847d62b4e895a55448509bcc3acd4bb1344270ed02fa0a15cf2949efe88691

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=sha256:8d4ccbe21c55d77ef413da4ef185902a19e195edc99266edd48ec183c2246047

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
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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=sha256:6a4799d796f76126a4102e95dcce4d388ac5492b304821de495dff41b87912c1

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=sha256:497204a394a4a77d8618357f32552f939a385adbcf63fa43828fd2aecbfdda8f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.369342Z digest=sha256:2432869b3c6d4c4354160bad11ec1014e3d68f8fb9c566aa2bf04da213c14d12

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

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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=sha256:1b7eff556e39d63830b9231aef419a062cb58392e738c897c38b7591d0c90230

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:ffa688368c9672ee06ccfc3bf842740e8686013cec077e83c011318c6c2d21ea

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.636689Z digest=sha256:b97475c2cb3037f4f986b576d6579207769cf0cd72e5a31f8afadcac2fc7f497

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.672614Z digest=sha256:a8c76d567cf49a888f6b85b2b6e6679f8b0a645d56fd019f0b0ed9559df41b21

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.710916Z digest=sha256:fb6d42310f655b933e4f5e6a1b3f800e873b7303889fa244acc09ead6f0945d8

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
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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:abe375edab53457b7334d293efeaa77c8f195f44fe9183149f8cfd83df54a1ce

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
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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:d954fc6a96f1701f2be840d687a2e11d8532367f06f12f36d5c30611ed570607

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=sha256:801b5cbc9baa42e2fe5c129a0f87a0d4e80ea20a127a5a13790347cecdde6bda

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=sha256:673279b8afaccbf04995b2be22bdfea4ec14c32da975f30d7c05e493bc36e906

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.815811Z digest=sha256:b7a9040046a585f7abe605ac76105f58fbce560969562de2b7c0ec201721a98c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.825589Z digest=sha256:7ae491e714bce5d4c6728405fc64ac2f8fa48d6987c80c4ff97132757a515e71

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:a74cb6a7e348f76be0d3568ae9e227e365b3b59f7922ceb3298b5ad9121645d4

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=sha256:3f22daf381ac571b26e92ed7f9df823f201d32f6a215576bd606c4eebb69e31f

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.862793Z digest=sha256:97111e6cb24aba62c038215a3c83173ee469afd10675d8928253bfa43a0fb43c

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.871608Z digest=sha256:de85a52d6bb295fcfefab4603745c33c9bede8523a4d110804e60e30526b248a

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:44:26.879729Z digest=sha256:67c9fafb990d2e9c09a8981dce5f51dc1326ab952daa1b60923b7ee0ff483a9b

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=sha256:6e9fe0a59ec97fec83978bdbaaec67ab35a6e1789433192cee06350ae82fb9fa

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.906573Z digest=sha256:20c41e62d73909838058a0ad634b5c9ffd26629c05c00a6bd06eb0a7cab2a70c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.919040Z digest=sha256:699d89718289a993d86a1385ed339b91f6705d9f6d8bc5ee44208893a2dca5f6

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:d166937637b18c9723035d630afad0591c6dad611845b88adf94bee1275746c2

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.945522Z digest=sha256:c754b3f7118681bc445c5cc28beb8d2a265d8d39c007fe55ed466f8d61c9ce55

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

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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=sha256:869fd1ee75a36475e03a208612743126773ffab1cca80c64371ebbd40cc93b07

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=sha256:04f56f2bd18471378c7faecf58200f725a1907c52737709666f84a92d53376bd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:26.967870Z digest=sha256:b8e52312b7fb247bc250d96f15348922b39fb74e477258dfd3d29379be10cde8

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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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:d3440e4292d67e284db3c3886130e43c2b8aba4efe37bed83189199fe07e05cd

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=sha256:813eb4f082e2bdcc2ecd13a78bd17db20f2f64ff01a5940a88603280edbda726

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

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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:fa3e48c818039a64a68c9230b9e09c68c1dd215a38a5c20017f0119769b9e3d4

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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unresolved
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=sha256:72dcd02fcf967f989f0bfaf10da24282e4d24afe28cfe4a40985df77974cc80c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.050678Z digest=sha256:c4d9aecb73b988227fce5ccbc5e8ed7b86e6de53b697a667a98d9b0e2f2a343b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.030216Z digest=sha256:c3448c2e6f52b34323ac915343f4dc21a277161be38f1c91f404eff5aa0fbdbd

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=sha256:1e60ed1addb231a66a353c7780e898b693d2c83b8b57d6812a3ca10a4d6246a5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.080519Z digest=sha256:dc68a831b3c0f3061ec0907b341309a35dc3e4aa2f5d8b80b76cb23eb8682fd4

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:cc6003309f58f8938975cd0c761a4d90f3c23d49abe3f23388062ccc9062c8a2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.071021Z digest=sha256:9101ad3bb3ab2b30c501c515d038b29eea0a65d0260b1bbf4c3ca21b0903b2ca

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.104058Z digest=sha256:fecce8f0ca7828b0301d29f13bdfedd1be6ca178fae477fac0c7558b93adfea9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.089875Z digest=sha256:5df75d5317314cfc533e5ad7568c1b1aee94828fa74cd2622160fea59762fc10

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=sha256:937606f9f08a665cab3a985faca04c5fc6e310097258f41fd9bb9d98d1ebbcde

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:bc9cb4167cbb600202bc1e32894c8f9f49cea89f054b4d0e4d828a2e53ab24a5

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=sha256:9e0aeb6267e4656584f6798aa5f0cd5ecf0ff85579f6c51390e8cfdc9fd6141e

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=sha256:0de7695b53f7b5be0723d89f50204f56634aa99103c3d2bb1571cff1fee72d88

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=sha256:884a407b0b211560e4ed895f71c244459907e0a57e824ec9be1d1b0fcb00ac65

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.179486Z digest=sha256:1cfac4663724a38081fe349654389ff833fe69bdabb9fe59e74d911ee3fbbc32

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.186627Z digest=sha256:20d4b988cbb87a9fc698eb5569c10f0fdc7ddc8caf1ecbe600580cb87a096a5b

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:f6743113d6610ac542adef578f3141d2397c1ca9b2d7061e3627ed9a2bf5b498

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=sha256:86320536963193374ad10adcee5262467c726c3358fd535e285e218763e6aca3

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=sha256:9cd9fe78d0ba2077a6a4bcf1d050b8b4d0c63e6d91e6e9d4dc47fa317f1b0f0e

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:e98fa94598ceb936ff79a5c317734033e483b69ea0e23f3caeac58a905e6c2c9

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:eb7a0d9aa26ceead7221d05cfa5b30852a75d4c3cebbf929c70872703dba2246

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.219395Z digest=sha256:305133b16105b4b1c5ef8a1791f26bb31609919c7659964dc207e23a171c3d1b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.199265Z digest=sha256:9a2c08bde2cb8626c2468ede133066ff602188e0df60baa1c2eae9fd266fd983

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.204848Z digest=sha256:8ebbb4936334d436bc2d6a38da493901a45535a811dfb25e55eb5e2a409d1c86

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.232513Z digest=sha256:11f946264237be5dfa0506034cd5b56d91bd7b067f892c60ec364a14088c27af

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.238861Z digest=sha256:28cd3690ae28ed1c781a7ca359db0df7652bc710a13b028045cabb5632e19e57

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.244624Z digest=sha256:2067f9f7d8b64f94936e31c5de4c12721e4d7aa356e154d47035287c90c50b9c

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=sha256:1942714295fcf677ab223000b0c7420e85648dfc109c6932665396ca935abf12

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=sha256:7686bfe9a0471b171dc566a4d5e07543b19807ffab087ec76d889ef709fc8933

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T10:44:27.110723Z digest=sha256:2cb5d8becd6096ee94d92a93055691fed2166b624ae9d04b70d7c51d40d28f99

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:b30c08b5d566c8206fdcd63f4109324ae2a0bd6f518041fa4d2eb8a05943779c

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:fde444049285aaf324bad6cce41a991b7bbdd7ac2bbb31b2f46cb42344820578

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-29T12:43:58.323948Z digest=sha256:6db7fdb05bc9825ee8eecd139fbfeaa094ccaf381bd90d546ef5358e1c8caf14

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:dc9d2ae60bde83cad6e006c4e704d619ae9c457ef318923e108a4a97fb02b630