Paper Citation Record · LEDGER

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks

As of 11 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2605.27595.

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

pith.paper-citation-record.v1
2605.27595 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T18:15:34.055839Z

measured 33 of 33 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 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

33 of 33 outbound references displayed

verified exact5
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 28e502aa-5fda-45ba-bada-c14c40675d34 · outbound

This paper cites Chang, X.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Chang, X

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d695bf74-b0f0-4bf9-9046-60556f8fee7d · outbound

This paper cites Bhayana, Chatbots and large language models in radiology: a practical primer for clinical and research applications, Radiology 310 (1) (2024) e232756.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Bhayana, Chatbots and large language models in radiology: a practical primer for clinical and research applications, Radiology 310 (1) (2024) e232756

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4a6f835-a034-4467-b4ed-f2a522fe3864 · outbound

This paper cites Tzachor, M.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Tzachor, M

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60b75123-e963-4e1c-bb4b-cfce06b997eb · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f047709-0246-4fdd-83e8-1358ed46b00b · outbound

This paper cites AgriGPT: a Large Language Model Ecosystem for Agriculture.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks AgriGPT: a Large Language Model Ecosystem for Agriculture

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:23:50.921746Z

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.

Observation 23e21052-59bd-4571-9788-beeaa7eb735f · outbound

This paper cites B., et al., Tomato leaf disease detection dataset,https://www.kaggle.com/datasets/ kaustubhb999/tomatoleaf/data, accessed: 2025-10-23 (2025).

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks B., et al., Tomato leaf disease detection dataset,https://www.kaggle.com/datasets/ kaustubhb999/tomatoleaf/data, accessed: 2025-10-23 (2025)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8377a86a-5834-4dcb-9aaa-11660f482e2b · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6c7a5da-d711-4d88-b70b-3e7b5042afa1 · outbound

This paper cites Huang, W.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Huang, W

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68d12cad-cabc-4855-aa13-f135c831e8de · outbound

This paper cites Hallucination of Multimodal Large Language Models: A Survey.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Hallucination of Multimodal Large Language Models: A Survey

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:23:50.924638Z

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.

Observation e789678d-1075-4bfe-ba24-20cc9a20f33e · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2cb61f8-63ac-4234-9970-8abe6ccc7765 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c11891a7-f91c-4ece-b9b9-41360648e994 · outbound

This paper cites Analysis of Plant Nutrient Deficiencies Using Multi-Spectral Imaging and Optimized Segmentation Model.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Analysis of Plant Nutrient Deficiencies Using Multi-Spectral Imaging and Optimized Segmentation Model

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:23:50.932851Z

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.

Observation f7b459a0-c352-4771-890e-0d199862c91a · outbound

This paper cites Jayakumar, A.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Jayakumar, A

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39df6b5f-c027-4d6c-bb5a-c2cf431ad4d1 · outbound

This paper cites Taghvaeian, J.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Taghvaeian, J

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6fadab5-0657-4872-93b6-c2cdfba94037 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Gemini: A Family of Highly Capable Multimodal Models

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:23:50.930166Z

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.

Observation b0ee174d-690b-4361-b246-9c62b5e1037a · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56131740-ed6c-4814-b5a0-c8b8bd5a85fa · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcc6d705-315a-4833-9e1d-8cd99dedb8ef · outbound

This paper cites Plant Disease Detection through Multimodal Large Language Models and Convolutional Neural Networks.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Plant Disease Detection through Multimodal Large Language Models and Convolutional Neural Networks

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:23:50.927819Z

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.

Observation 4c866bf5-7622-4dcd-bfd8-557c13c1e556 · outbound

This paper cites Zheng, J.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Zheng, J

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2038bd2-26fd-41d8-9d4b-e4fa53976d64 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e608a6ab-d4c1-4176-ba45-4184eef27514 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d883a29-3a8f-42fc-9ac4-bedf82361e04 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3117dfef-b2da-40eb-a7a3-aabeca6a534c · outbound

This paper cites Huang, W.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Huang, W

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5eed367-7708-46fe-bb07-1fec83abd4c4 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a72ac748-285d-4656-a844-ad675be361a9 · outbound

This paper cites Seneviratne, D.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Seneviratne, D

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d188b7e-c758-4d8f-b90d-2ae8e43c9f00 · outbound

This paper cites Sapkota, Z.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Sapkota, Z

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a304f1c1-6c9c-46b1-841e-9b43dbc4c261 · outbound

This paper cites Vayadande, S.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Vayadande, S

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cfa942b-d0b4-4e20-a253-39b83a3a2306 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beca1d2d-3414-41be-9908-526a0b33d654 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b014662b-8764-4bd7-a824-42afc604d7d2 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c07cf995-7fa7-4619-81f7-977dc6227dea · outbound

This paper cites Chuang, Y.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Chuang, Y

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 910cb44a-71d9-4c62-92f0-a6de5da34ca7 · outbound

This paper cites an unresolved cited work.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb31031e-b71d-4acc-aa00-20bdfa615e67 · outbound

This paper cites Ghose, A.

Hallucination Behavior in Multimodal LLMs Across Agricultural Image Interpretation and Generation Tasks Ghose, A

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-29T18:15:34.055839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.