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Paper Citation Record · LEDGER

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents

As of 22 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2607.18999.

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

pith.paper-citation-record.v1
2607.18999 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T13:50:41.628960Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d1ac2e64-b74b-4878-adc4-332fc1b2f1d2 · outbound

This paper cites HealthBench: Evaluating Large Language Models Towards Improved Human Health.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents HealthBench: Evaluating Large Language Models Towards Improved Human Health

Reference 1

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unresolved
no resolver link, observed 2026-08-01T13:50:41.461268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.461268Z digest=sha256:db96d9cc000f054c57e59e6dc1087d80ca810a83a1b18094f4a1c4097584514d

Observation fef35df8-38f7-41c8-a470-47e5fa783496 · outbound

This paper cites Baichuan-M2: Scaling Medical Capability with Large Verifier System.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Baichuan-M2: Scaling Medical Capability with Large Verifier System

Reference 2

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unresolved
no resolver link, observed 2026-08-01T13:50:41.481667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.481667Z digest=sha256:05ce8fd9c43e88ac399495fff78f65f3fd815e5ddd0db67a4fd442e37769d91c

Observation b7b69def-859d-41e1-bfc4-b7e23a9c5660 · outbound

This paper cites MedHELM: Holistic Evaluation of Large Language Models for Medical Tasks.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents MedHELM: Holistic Evaluation of Large Language Models for Medical Tasks

Reference 3

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unresolved
no resolver link, observed 2026-08-01T13:50:41.494173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.494173Z digest=sha256:448a333ca805822a1f60c71e525d729d58cad456ae88697d62ab5992c7fcb43d

Observation 4a5b265e-c1c0-43da-938c-35c32fa79287 · outbound

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

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 4

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unresolved
no resolver link, observed 2026-08-01T13:50:41.510342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.510342Z digest=sha256:b0feed05448e9404333ec07cf46f05a2f20761ef1613bcefc279e3d3a9c90929

Observation 8f696ab0-d1af-4811-8f2b-b3bfd29af333 · outbound

This paper cites DeepSeek-V3 Technical Report.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents DeepSeek-V3 Technical Report

Reference 5

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unresolved
no resolver link, observed 2026-08-01T13:50:41.518380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.518380Z digest=sha256:fa48ef0beeeffb7362dd532e35a786e7a0251e53634b5f77efd9127c6b6a1009

Observation 2821cabd-1e76-4bde-a4e2-92962d3d4ed7 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-01T13:50:41.522748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.522748Z digest=sha256:19f1ad0ca97a60b6600ca060b49683191b634a2cd3b54437e91928db8c41e62c

Observation 130724bf-2a3c-4ef9-8036-5abded2a10c4 · outbound

This paper cites TSR: Trajectory-Search Rollouts for Multi-Turn RL of LLM Agents.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents TSR: Trajectory-Search Rollouts for Multi-Turn RL of LLM Agents

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-01T13:50:41.527161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.527161Z digest=sha256:a1ca7f0456cedf47d05c85776529a417e99cfd4bdd979e810eea1cbe57e2f1be

Observation 2472c8fa-1225-47b6-a773-001cf73b00e2 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 8

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unresolved
no resolver link, observed 2026-08-01T13:50:41.531163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.531163Z digest=sha256:36848c963afb0af78da2d71a946a18141f04f1262fd97db19dcef1d98a8c34de

Observation 85b2dce3-430b-49ce-9796-d7cdcbdb89d0 · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents GLM-5: from Vibe Coding to Agentic Engineering

Reference 9

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no resolver link, observed 2026-08-01T13:50:41.534483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.534483Z digest=sha256:7c07f8f7dbe66ab92f0c5104f2be023ea8d1daeaa68f13ab6c163c0dfacdac28

Observation 0632b351-61ce-431e-a9cd-d446ef395e51 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 10

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unresolved
no resolver link, observed 2026-08-01T13:50:41.538830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.538830Z digest=sha256:3aba6e1ef8dee4ff8e5d5738363166935362435056f8355be3ddab2388276ec3

Observation 74d61818-c0ee-4ad4-94cd-98cf5826d025 · outbound

This paper cites MedAgentBench: A Realistic Virtual EHR Environment to Benchmark Medical LLM Agents.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents MedAgentBench: A Realistic Virtual EHR Environment to Benchmark Medical LLM Agents

Reference 11

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no resolver link, observed 2026-08-01T13:50:41.542608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.542608Z digest=sha256:6f732483ea2ed2e1c4fa1a91b6caf84bcb67cb5ad6a61cf7ea829eddbb7a7b70

Observation 844c6b64-21b7-4019-bd31-e20727c3b6a1 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-01T13:50:41.546601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.546601Z digest=sha256:fc131d4522a4ae9398172382ab5bd1d9097d168e2411521e5ce6a85c51476066

Observation 226242aa-f197-41df-8e86-46e3fece0c74 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-01T13:50:41.551030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.551030Z digest=sha256:e3891b8d25123020ea61e6c31209a16b56a13b42fd79a5fe829bcb0c3f4fc6b0

Observation ccb1fcc4-1012-45da-af33-c2ae16e2e2a2 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-01T13:53:34.099760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-01T13:50:41.554757Z digest=sha256:41d69ab5e9869fb60f74b3f6b7974eb03bf0afec4d44fbfaca0116ed701403fe

Observation c3897aa3-108b-44ba-9523-ef9645b53bbb · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 15

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unresolved
no resolver link, observed 2026-08-01T13:50:41.558619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.558619Z digest=sha256:f2fbcb737ee9b7192eacc1790c61bfd5f4756f819b378e6a05acd14be2e6614c

Observation 34d53c98-6f92-4760-aae3-d476ad8b5393 · outbound

This paper cites PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments

Reference 16

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unresolved
no resolver link, observed 2026-08-01T13:50:41.562762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.562762Z digest=sha256:2f83a54d5ec7c5546c159db0781cc548d7e42946de7c90ead08ab6d59cdc8d2b

Observation 9269fe31-1e4b-4591-809b-0311d72f3391 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Understanding R1-Zero-Like Training: A Critical Perspective

Reference 17

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unresolved
no resolver link, observed 2026-08-01T13:50:41.566853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.566853Z digest=sha256:a2addeac4f844fb53a1dd9d383322394abb4b64a9840785d7f0981a95b5e36be

Observation becbebed-7c74-40e5-9f01-3e84eaa1a0e4 · outbound

This paper cites Munnangi and S.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Munnangi and S

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-08-01T13:53:33.844145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-01T13:50:41.571064Z digest=sha256:6e3ae865ed81a5a4f6f44adfcbdc5b9890204d40c668791aad268e9a25015ce9

Observation 0787b8db-f917-401f-8d88-08f45d3c96bf · outbound

This paper cites Gpt-5.4 model documentation.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Gpt-5.4 model documentation

Reference 19

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unresolved
no resolver link, observed 2026-08-01T13:50:41.574527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.574527Z digest=sha256:87d1af23de8967a1f9117d1675e4a2b2733f1c2e728c1bef38c58e475dbb1bbd

Observation 143d0a0b-d542-4c4f-8cb3-dc7310bf4385 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-08-01T13:53:33.659530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-01T13:50:41.577747Z digest=sha256:ab421796ffef9cbf6d2d3bac3ae8b49f58a983cd05d8df957763f9ffd80de1d4

Observation 3dc521d6-9f94-4194-843f-a85d6f9dca49 · outbound

This paper cites EHR-Complex: Benchmarking Medical Agents for Complex Clinical Reasoning.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents EHR-Complex: Benchmarking Medical Agents for Complex Clinical Reasoning

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-01T13:53:33.332394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-01T13:50:41.581622Z digest=sha256:00e2a95a655ce7f2890b4deccc7141111e4ae6d94218ee428f610164cfaada0a

Observation 7e69c047-aa1f-4fdc-8792-d9a9db6512a1 · outbound

This paper cites MeDxAgent: Multi-Agent Consultation for Interactive Medical Diagnosis.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents MeDxAgent: Multi-Agent Consultation for Interactive Medical Diagnosis

Reference 22

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unresolved
no resolver link, observed 2026-08-01T13:50:41.585171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.585171Z digest=sha256:4d28dd28b5ececa57a220826cc3aab115750801cf9ee3155400ec2be48056be6

Observation 93903424-36d8-4ee6-8ba3-dbc8ff90b669 · outbound

This paper cites AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-01T13:50:41.588881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.588881Z digest=sha256:c593d5a8030d4923926b89c2bf380c4725314afe72dda330d0df53ef936379f0

Observation 7131fcbd-0ef7-4b73-8063-2a0156202a0c · outbound

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

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 24

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no resolver link, observed 2026-08-01T13:50:41.592589Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.592589Z digest=sha256:593dd09a8da54ae28979d622207be19c24d46061a6238eb920e30ea1df47c146

Observation 61f1efaf-ece8-4938-8bd0-6b283f956c81 · outbound

This paper cites Singhal, S.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Singhal, S

Reference 25

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unresolved
no resolver link, observed 2026-08-01T13:50:41.596256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.596256Z digest=sha256:60fd9c0d208d329523f0d0959aad6922952d8dff4891307a4c9a1112325c01a6

Observation 1afd17c0-f28b-4ecc-b9e6-1afcfe24a205 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 26

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unresolved
no resolver link, observed 2026-08-01T13:50:41.599919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.599919Z digest=sha256:4e2f8492064685c95f05476fb2613d2b2ab2709acd30317fa8d39d1b7636da89

Observation 866b53e1-e5dc-429d-8298-453b2cfdd76b · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 27

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unresolved
no resolver link, observed 2026-08-01T13:50:41.603224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.603224Z digest=sha256:f2b9afe642d80f5b72205946bf8814fa844505a70ec78de6642e419cff52e9c5

Observation 20b08290-b4f3-4b29-b034-51ad161e04ae · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 28

Resolution
verified exact
doi, observed 2026-08-01T13:53:32.949532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-01T13:50:41.607140Z digest=sha256:cd2ce5725209570ebd5cc51ef7af26a23acf0e6bf7a3d7b5c3ebf53cf8223707

Observation 3f62e49e-ba9d-4574-a1b0-a1d969adb97c · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-08-01T13:50:41.610927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.610927Z digest=sha256:19a7dbbc74e71185271b0a5d139c4552ee11b868c567232fccbb76e57ef81770

Observation 74f9d139-c7bc-431e-a198-cff733b2841c · outbound

This paper cites Qwen3 Technical Report.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Qwen3 Technical Report

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-01T13:50:41.614439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.614439Z digest=sha256:914c478c67eae2cb634091db26871426c1f9fa77003410caed3f3bc68d8a5d70

Observation cbcab9e2-7f3f-42cf-96fc-05ef87bea4e2 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 31

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unresolved
no resolver link, observed 2026-08-01T13:50:41.618058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.618058Z digest=sha256:31cf4d6d8bca909e2966f1b6f24dcef373da619964107e97e5af53841143960b

Observation 762586d0-cac3-4ed9-a817-2ed514a8ce5d · outbound

This paper cites Zhang, X.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Zhang, X

Reference 32

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unresolved
no resolver link, observed 2026-08-01T13:50:41.621793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.621793Z digest=sha256:2de35190411541b9c5fffe578f6e49d606b6d89d2a4a5f212aa98bf52adb51e8

Observation 9e9c2af8-3085-44ee-bf1b-22762fa853ca · outbound

This paper cites Zhang, S.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Zhang, S

Reference 33

Resolution
verified exact
doi, observed 2026-08-01T13:53:32.661037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-01T13:50:41.624970Z digest=sha256:8cf3f21b5004afff0de65603b432dacc1668a11958997c9c6b838ec84e1cd27b

Observation 14f14668-21ab-4fbc-a2b3-bb0f0c6cef54 · outbound

This paper cites an unresolved cited work.

MedDDC-Eval: Diagnosis-Decoupled Evaluation of Multi-Turn Medical Consultation Agents Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-08-01T13:50:41.628960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T13:50:41.628960Z digest=sha256:6db3de7686d3cb587a9a60ab632375c50c4460e5ad18477c9211f28cb9245467

Pith citing papers

No inbound Pith citation observations are available.