Paper Citation Record · LEDGER

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification

As of 8 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 2 inbound Pith citation observations for arXiv:2505.18283.

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

pith.paper-citation-record.v1
2505.18283 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:39:49.370355Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-10T18:50:22.827472Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T18:57:31.620329Z

Reference resolution

46 of 46 outbound references displayed

verified exact0
verified fuzzy0
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2f73bb8f-3d7e-4fa1-8d57-23529f2171cf · outbound

This paper cites online" 'onlinestring :=.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:44.322049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ae16b90-353c-4a3f-a9e9-3fea9710b9f6 · outbound

This paper cites write newline.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:44.460019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21a4b734-9daa-45f6-b5f1-866427088c6b · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Why Do Multi-Agent LLM Systems Fail?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:44.559359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe043fed-6d4e-4b20-9ebf-a38561fb0fa8 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:44.638925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63aaee76-9b48-46ab-893e-dbb492a53faf · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:44.786017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 942743cf-2dcf-4d60-b196-3e565c3df8c7 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:52.254951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b8a1addd-284d-4cfb-a11d-baecfdd7cd1d · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:45.017583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da4f60f5-afce-4385-b2f4-dcc0e8c60890 · outbound

This paper cites MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:45.138255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d4c33b4-1038-4301-afdc-a02cae6a6a49 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:52.155047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 249da77e-0f45-467f-b066-d7c2c5120461 · outbound

This paper cites Benchmarking large language models for biomedical natural language processing applications and recommendations.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Benchmarking large language models for biomedical natural language processing applications and recommendations

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:45.400320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b65e5ac-ff94-46be-968b-5dde8bd0b31a · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:52.009053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5f68023d-1bd2-4f88-928f-59529407afa4 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:51.920378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e81a526e-57ad-4f8e-954d-f39c7d852f90 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:51.730005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 386dbe0d-985a-4c64-9aaa-e340193ae1d1 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:51.668951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 90e707ba-f045-4746-8d19-f043067e5ed4 · outbound

This paper cites The Llama 3 Herd of Models.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification The Llama 3 Herd of Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:46.142143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5484c77-4572-4a40-9a0d-4c83930dbf85 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:51.531922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 824c08a5-775b-428c-a549-0d39153fa996 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Measuring Massive Multitask Language Understanding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:46.362789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 181ab6fa-4f83-4e78-bcc5-2e208dae63b1 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:46.479007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aca5fd47-5e01-4b2a-a502-a1dc77d1427b · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:51.319749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 78bf0e05-106e-46d8-8325-2f3dceeb2182 · outbound

This paper cites PubMedQA: A Dataset for Biomedical Research Question Answering.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification PubMedQA: A Dataset for Biomedical Research Question Answering

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:46.648166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ada70a8a-467a-4cf3-a43a-17b04ff5f96d · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:46.741080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c69ee2b-904b-4148-bb64-57f885fa4305 · outbound

This paper cites MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:46.820023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8331722b-b271-4f08-baaf-bc7ae2e6c368 · outbound

This paper cites MedExQA: Medical Question Answering Benchmark with Multiple Explanations.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedExQA: Medical Question Answering Benchmark with Multiple Explanations

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:46.910566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db838377-383b-4a05-8232-8565ab43a346 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.011883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 093c8aad-51ea-4e4a-aca4-d07cecdb0241 · outbound

This paper cites MedCoT: Medical Chain of Thought via Hierarchical Expert.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedCoT: Medical Chain of Thought via Hierarchical Expert

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.103067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d604ea5-f51a-4787-9f7a-fab062766f97 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:51.193200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6a8e3ab5-34e8-43fe-93cc-a45c2f885d5c · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:51.004053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0a9a6a79-70b8-4ee1-9aaf-3c9ce23c9e92 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:50.850827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0b6ef4a1-f910-4134-9b8d-b9a4236c0e50 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.513897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 177ceed9-f036-4696-adb8-0db06fdb4e9e · outbound

This paper cites REPLUG: Retrieval-Augmented Black-Box Language Models.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification REPLUG: Retrieval-Augmented Black-Box Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.653241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa292c60-3a3b-49a1-ac78-179118869009 · outbound

This paper cites MedAdapter: Efficient Test-Time Adaptation of Large Language Models towards Medical Reasoning.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedAdapter: Efficient Test-Time Adaptation of Large Language Models towards Medical Reasoning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.740780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9d297e5-5944-404c-aee6-93fde28c275b · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.813907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6140b09c-a156-42d9-b6ed-1cf49299c575 · outbound

This paper cites MedicalAgentsBench for Complex Medical Reasoning: Comparing Internalized Reasoning Models versus Externalized Agent-based Frameworks.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedicalAgentsBench for Complex Medical Reasoning: Comparing Internalized Reasoning Models versus Externalized Agent-based Frameworks

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.899711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7bc3ff-1ef2-457a-84ff-56a75a2bf7ce · outbound

This paper cites MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:47.977667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe94e60f-8c57-461d-b037-7d2c3f2a1d63 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:50.658965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0c593aaf-13a9-4e62-9385-8f4bff6cd769 · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:48.215218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eb11468-d624-41b7-ac11-0f6cbbda7b71 · outbound

This paper cites Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:48.331865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bb16708-274e-4313-a690-049618629622 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:48.451715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50cc919d-ac28-4224-adb6-06852b1900d2 · outbound

This paper cites MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:48.526947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acf5e344-cb33-4e70-952b-dac1767a5ea5 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:50.456815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 109883d9-f698-4ccb-a883-401e5dd110d8 · outbound

This paper cites Towards Next-Generation Medical Agent: How o1 is Reshaping Decision-Making in Medical Scenarios.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Towards Next-Generation Medical Agent: How o1 is Reshaping Decision-Making in Medical Scenarios

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:48.752331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32be5360-d328-4fd6-a3d8-65824a4d64dd · outbound

This paper cites Qwen2.5 Technical Report.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Qwen2.5 Technical Report

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:48.895881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d469a5c2-2242-4e76-95ce-2c87d2dd1437 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:50.245561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 32a91c33-d931-4f7c-bfc0-93dff14b8469 · outbound

This paper cites an unresolved cited work.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:39:50.036481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3f7d28cc-d8dc-474d-8f84-d2178671f020 · outbound

This paper cites A Survey of Large Language Models in Medicine: Progress, Application, and Challenge.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification A Survey of Large Language Models in Medicine: Progress, Application, and Challenge

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:49.245494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7b2aba6-1284-48d0-ae5a-629b81a01a6b · outbound

This paper cites MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding.

TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:39:49.370355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 113a3da9-53f7-4a8f-a59d-cb96cbb320af · inbound

From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning cites this paper.

From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:10:50.329356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 448cbf72-d997-407d-8406-1bf0d6a28624 · inbound

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning cites this paper.

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification

Reference 115

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T18:57:31.621654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.