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Paper Citation Record · LEDGER

MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2410.04521.

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

pith.paper-citation-record.v1
2410.04521 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:41:02.621818Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T23:02:52.673163Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation ee476ed2-9f4a-4234-ab4f-9c1aa99d7c1d · inbound

VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge cites this paper.

VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T17:08:42.005657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:08:42.005657Z digest=sha256:cc9d926fa54c7cab84603aba4e4b2dd0922bee75132b14dcae9ff71af58faed3

Observation 0d26a0b6-00eb-4277-8279-0d21857fd6fd · inbound

InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models cites this paper.

InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language Models MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T18:54:21.159093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:54:21.159093Z digest=sha256:59473725805db7ea7610c8ec4dc7618908892a0accf24642845ca4cb67904d6b

Observation f47cc197-f044-4b48-9b1f-fb151ec56290 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 63

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T17:18:53.700527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-15T17:18:52.996467Z digest=sha256:932c106bbf08bad41801acf2b80cd3543ffb336e8287423ebb1be7f8322a3c9e

Observation 21acf8de-7df1-4e15-a46c-48bf61fd0e64 · inbound

Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble cites this paper.

Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T12:57:58.608053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:57:58.608053Z digest=sha256:37478af3d43ff829ec1fc9e17b152edc38c82d4be5a55df1d457a4e5aecbd5e5

Observation cac1da4b-65a2-48b7-9d02-5d74fab1a635 · inbound

PathCoT: Chain-of-Thought Prompting for Zero-shot Pathology Visual Reasoning cites this paper.

PathCoT: Chain-of-Thought Prompting for Zero-shot Pathology Visual Reasoning MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T19:41:02.621818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:41:02.621818Z digest=sha256:539a0cf4268d4cedd28c3c18193e8b01021897315cf371c860413cb65f4411b4

Observation bd17253d-1c94-450d-83fb-cc30bc7a98d4 · inbound

GoViG: Goal-Conditioned Visual Navigation Instruction Generation via Multimodal Reasoning cites this paper.

GoViG: Goal-Conditioned Visual Navigation Instruction Generation via Multimodal Reasoning MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-18T23:02:52.676256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-18T23:02:14.913189Z digest=sha256:d5b94a4f926e15923a087a6a970914cdf2ab004603e4f4628b26aa61ce57bcf1

Observation e78bb73b-b1cd-49c6-886e-f614e99accf2 · inbound

Reasoning LLMs in the Medical Domain: A Literature Survey cites this paper.

Reasoning LLMs in the Medical Domain: A Literature Survey MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T15:59:40.954446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:59:40.954446Z digest=sha256:8dfe88adee6cd08f2077aa920d8a09a907b8f54055560f184a3cc25f12c097e4

Observation 06f0b4fd-a254-4b40-9908-911f8fe622d0 · inbound

Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models cites this paper.

Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T03:31:46.063749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T03:31:46.063749Z digest=sha256:a86055b5e7597d780264d7b6fd40ea6a7fd699c038e169daae7ef4626e2a8870