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Paper Citation Record · LEDGER

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

As of 14 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 2026-08-14T06:32:32.682623+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.

source=arxiv_source observed=2026-08-07T14:39:44.322049Z digest=sha256:714dd66289bb09094176713b3ed86cea48718bd10068b6f4cf65d74a928798d8

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.

source=arxiv_source observed=2026-08-07T14:39:44.460019Z digest=sha256:3893d1566b4e20329fbcb2a00b32caf3239110e772d0f48ebe237fb01f3660e9

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.

source=arxiv_source observed=2026-08-07T14:39:44.559359Z digest=sha256:f43968f07b97fcd89ce889aed8e43f2d3cb15d5a9f5fa9128047f8bc253003f9

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.

source=arxiv_source observed=2026-08-07T14:39:44.638925Z digest=sha256:6fbe5587bcf875d5946a747033287cebeefdc6907144b1be929615f93e4b04c1

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.

source=arxiv_source observed=2026-08-07T14:39:44.786017Z digest=sha256:544e42fab18aa86e83c0edef9e6a59ab71922f011af759c31197bb0d3c125e87

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:44.925100Z digest=sha256:8283c8e71b6a66eac99e1355bb01db02fc05601c17969b3a9f1e5b8c08cb086c

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.

source=arxiv_source observed=2026-08-07T14:39:45.017583Z digest=sha256:8544ea8d29ea35d8986827a6ff5d7232dc32a62e55a1fda68f75dc7f68b505e6

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.

source=arxiv_source observed=2026-08-07T14:39:45.138255Z digest=sha256:5b4e380edb44f8fda37c608c92370379cae3a4699748035a3cd185f1962b58a0

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:45.269648Z digest=sha256:85e482ec7e5fc9f46812bed30a9d929dcd39241235640ecaf0bdfeec118b43c7

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.

source=arxiv_source observed=2026-08-07T14:39:45.400320Z digest=sha256:b2590aee8f67b2a93eea1becbc5ec763c1602786b1ebffa445a88503bfc5dc09

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:45.535806Z digest=sha256:7159b75d618bd597d7894f50b4bce1205bc7444f878a4d71c5c3a33d1b4388b8

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:45.689093Z digest=sha256:bbb888dd74f5c5a09f89ca1cd301c0288765f630738d99497e47144201dae8cd

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:45.906522Z digest=sha256:b6bc10f66a8365220146287a32b1aab28b5e783492b611f4b61cba9087698e3b

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:46.053906Z digest=sha256:223a2ff195103d1bf630718a486893276b4595c3f0e0e3f3b32eb5ba441f2ab6

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.

source=arxiv_source observed=2026-08-07T14:39:46.142143Z digest=sha256:b2559d3948eae3c40c249fea617a6e825f042a61d570b575015bbe46801f7981

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:46.246287Z digest=sha256:99c826c485b78c08b765f407d769e2f5c5ae088b09378f1ffd3d3328a64d45af

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.

source=arxiv_source observed=2026-08-07T14:39:46.362789Z digest=sha256:d2a5232ffe78195176792042265f1540005db55f1c2b202e773c0050f2852a6f

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.

source=arxiv_source observed=2026-08-07T14:39:46.479007Z digest=sha256:9e7eeb51f3f5a48a38a56552fbacc3b6ec8d48c97c7da49d91a3e0a4f6ede170

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:46.555425Z digest=sha256:356258ff7091022461616e2f9a7a94cd20b8c91c8fef8d81ede39041a8a0e50f

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.

source=arxiv_source observed=2026-08-07T14:39:46.648166Z digest=sha256:96c15a8569877bfc9071f2cfe1b242ff20e46f9968daf81a974255939cc2415f

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.

source=arxiv_source observed=2026-08-07T14:39:46.741080Z digest=sha256:2a473c1ae3265f98736a8e19b381c582335f2ea62cfe99583dcc50b641932416

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.

source=arxiv_source observed=2026-08-07T14:39:46.820023Z digest=sha256:f5e5c80df85c55e61d5c7e3354d5d5247dbaaac1a1ccb406bab3705c9cdc3c58

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.

source=arxiv_source observed=2026-08-07T14:39:46.910566Z digest=sha256:65bc9db5bc09db9c68a0948835a2f0e0b83adf1396d13db2bd2130370d8621df

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.

source=arxiv_source observed=2026-08-07T14:39:47.011883Z digest=sha256:32253154eaae59172aae678400327b117a552f2fbb1022472d43799c045d2b42

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.

source=arxiv_source observed=2026-08-07T14:39:47.103067Z digest=sha256:59b5347492e60b7c98e32d615fa03ef62ca8784197fa42e7553f514a4db8430c

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:47.194576Z digest=sha256:15912f0c3767292db7a2a1ce4d0194a3c0fb7ed000695e91abd9931e824391b2

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:47.315314Z digest=sha256:7d5876133823b8c7b1c8b59c35a6bee13e2d6cd48a9c3b39e8b629b2dc9b091e

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:47.422407Z digest=sha256:881611c43d0815ed1b8cd3f7466218f3365f9f1192dc20e04ab3cf41a060c080

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.

source=arxiv_source observed=2026-08-07T14:39:47.513897Z digest=sha256:b2fbc171b1288af6e900c76b9ff754ef8119bf0804fbf8a27f4da69ee7d18a69

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.

source=arxiv_source observed=2026-08-07T14:39:47.653241Z digest=sha256:a5b1f9058e1818d19fe37a8a50c69eafe638b2ed84871be273a07cc289d3b652

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.

source=arxiv_source observed=2026-08-07T14:39:47.740780Z digest=sha256:08584ca14eb7656252122a7387557910aa7b7e12287c65edd7199445ad235834

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.

source=arxiv_source observed=2026-08-07T14:39:47.813907Z digest=sha256:f8b784563f2c7c610d5a51046f59308653801a433cfd6279a926c73b9e2e27a9

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.

source=arxiv_source observed=2026-08-07T14:39:47.899711Z digest=sha256:570fff75ce910a43ac0f7081e2abc9a8df2ad67a6c5ae022fc3f84f828ccf1e1

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.

source=arxiv_source observed=2026-08-07T14:39:47.977667Z digest=sha256:6fcb164c0b5dbb428559be8990a407a3c4da0ab8f642e26996e8dba891f73d18

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:48.098024Z digest=sha256:455bfe2632d4cc7f20d53c244a72cc2cbde7fef0fea9a8e70adb84dbf1f8bcb5

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.

source=arxiv_source observed=2026-08-07T14:39:48.215218Z digest=sha256:ef8012ca7636a42dda7e9840d1066abea6acbfe2cb26d5dd0f7b7ea08e78a56f

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.

source=arxiv_source observed=2026-08-07T14:39:48.331865Z digest=sha256:93abd3d546d24b3854d40549cee55d4b3574d336d251ff7bcbfdcd8a4f2c4764

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.

source=arxiv_source observed=2026-08-07T14:39:48.451715Z digest=sha256:23e7fc1557d94be3f4b228f8f3521b4cf77651e1ce07d66388d94c3b7dfac8c8

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.

source=arxiv_source observed=2026-08-07T14:39:48.526947Z digest=sha256:31f353e2eee4a01184b143b398a7d0082604c52dfe319479c1a500c75b8877fe

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:48.631170Z digest=sha256:821889585ba1088fbd3eb96bf9c355e8966ecc85f1fae034f7641444d694d2ed

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.

source=arxiv_source observed=2026-08-07T14:39:48.752331Z digest=sha256:7295307698c3a81cce60baaa794cc67c4557614ada65e40fa3462a5ff2cc0e8e

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.

source=arxiv_source observed=2026-08-07T14:39:48.895881Z digest=sha256:116e1ffa7e143a1036c7ac0a54eb73b7c76425d077809f42dd9e0b03dc71cefa

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:48.993240Z digest=sha256:3f4e5c889be447ae77485db54e8c261d21373ab30bf039ee676e085af86f2efb

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T14:39:49.114414Z digest=sha256:fcaee90ac99b0151761da0bfa6c16f57f6a09efd1f10fc798e5c01683b032788

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.

source=arxiv_source observed=2026-08-07T14:39:49.245494Z digest=sha256:416fe9f40c92f9136c5f681b5e82b799db9dc056b802cb229e33bb381e0d950f

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.

source=arxiv_source observed=2026-08-07T14:39:49.370355Z digest=sha256:eaa31217263f993b1b5dcb2e1e88f6f047a3c6250e0de24e4a822be7147580a5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T19:19:15.053725Z digest=sha256:23e9ca005f7eede3e62a8e93fc669f88e9c83e2dda88a4e9fc6598d88a7df47c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-10T18:50:22.827472Z digest=sha256:362de777cc3c92d0e3dbbd96cb5bb60c8677b26683de993a6aed91af2fa51a48