Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T08:36:57.683219Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2510.19986.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T08:36:57.683219Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7a5f062a-84e7-443e-8bdf-306d22f6613b · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Visualizing Faith: Print, Piety, and Propaganda
Reference 1
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Unavailable: canonical work link unavailable.
Observation 746baf06-8a9d-4170-bd48-3fa5b6d518fc · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Digital Humanities and Artificial Intelligence
Reference 2
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Observation 94785dcb-6397-4f27-9309-19a6e67ecbc3 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Couprie with R.H
Reference 3
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Observation 0f85f890-5ea1-486c-be04-370dfd5615dd · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 4
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Observation 97190d41-7e9d-460d-a713-70acda4f9cc3 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 5
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Observation 0c1fdd4c-bfad-43cb-87ee-7105c96d5d3c · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 6
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Observation 8db8695a-eeb8-4695-b9af-f55ba62b3e25 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Iconographic Image Captioning for Artworks
Reference 7
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a51f571e-ada9-4960-bb78-17f586e36a01 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts DEArt: Dataset of European Art
Reference 8
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Observation 4ac94ee1-5175-468b-ab67-191c713fae13 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Computer Vision and the Creation of a Database of Printers’ Ornaments,
Reference 9
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Unavailable: canonical work link unavailable.
Observation 53c60f7b-58cb-4752-8686-c4200e3c745b · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Ornamento Europe: Towards an Atlas of the Visual Geography of the Renaissance Book,
Reference 10
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Observation 2350fe8d-c7ee-4cdd-a6fb-123025564733 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Capturing Captions: Using AI to Identify and Analyse Image Captions in a Large Dataset of Historical Book Illustrations,
Reference 11
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Unavailable: canonical work link unavailable.
Observation b5418837-48a8-4c1c-b4c7-5c3e95529e99 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts OmniArt: Multi-task Deep Learning for Artistic Data Analysis
Reference 12
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Observation 6a944771-63e1-423c-b050-c0712273d772 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Applying Computer Vision Systems to Historical Book Illustrations: Challenges and First Results,
Reference 13
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Observation d1296d96-fa48-413e-bd12-d53c3572a371 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts A Dataset and a Convolutional Model for Iconography Classification in Paintings,
Reference 14
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Observation 9c2103c2-8618-49c0-b83a-2b6ea2b21951 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts SniffyArt: The Dataset of Smelling Persons,
Reference 15
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Unavailable: canonical work link unavailable.
Observation f0e6b705-f0f8-45d9-9941-f3df0aaada70 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Improving Object Detection in Paintings Based on Time Contexts,
Reference 16
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Observation f429ca67-3844-4cfe-9520-7d27a07c46c6 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Sensitivity and Access: Unlocking the Colonial Visual Archive with Machine Learning,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 67830cc8-0dc1-4cdb-9f87-ce45de3c0eed · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Automatic Modeling of Social Concepts Evoked by Art Images as Multimodal Frames
Reference 18
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3e831558-81fe-4521-aef4-3d52eb6e3b59 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Multimodal Search on Iconclass Using Vision-Language Pre-Trained Models,
Reference 19
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Unavailable: canonical work link unavailable.
Observation 7798a2ac-fea4-4504-b610-c8181f2344ed · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts https://saintgeorgeonabike.eu/
Reference 20
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Unavailable: canonical work link unavailable.
Observation 51d3c16a-0669-49a2-a867-95453ac6ed54 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Transfer Learning for the Visual Arts: The Multi- Modal Retrieval of Iconclass Codes,
Reference 21
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 591fc7bc-b542-45a0-958e-eaa582754893 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Gauging the Limitations of Natural Language Supervised Text-Image Metrics Learning by Iconclass Visual Concepts,
Reference 22
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Unavailable: canonical work link unavailable.
Observation 1bd37f9f-b07c-4a15-8e42-ea8f47ae9e04 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts YOLOv3: An Incremental Improvement
Reference 23
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Unavailable: canonical work link unavailable.
Observation f432d256-dad2-4169-83d9-9ef004b5bb9d · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Multi-Modal Label Retrieval for the Visual Arts: The Case of Iconclass,
Reference 24
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Unavailable: canonical work link unavailable.
Observation ffea0b3f-1b5e-4986-9bd8-f0d33131773b · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Visualizing Faith
Reference 25
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Unavailable: canonical work link unavailable.
Observation 5edd9ea6-5b5b-44a3-bd56-f042f8453a13 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Reproducible Scaling Laws for Contrastive Language-Image Learning,
Reference 26
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Unavailable: canonical work link unavailable.
Observation dca80d51-be7a-4bb9-ae87-c407ae784603 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts https://www.robots.ox.ac.uk/~vgg/software/vise/
Reference 27
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Unavailable: canonical work link unavailable.
Observation 6a0e4fc1-b2b0-402b-9161-0020b7f355f2 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts WISE Image Search Engine (WISE),
Reference 28
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Unavailable: canonical work link unavailable.
Observation 153f8837-b159-4872-87c4-c9d8925477f4 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Berlin, Staatsbibliothek, 4" Bu 9401
Reference 29
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Unavailable: canonical work link unavailable.
Observation ce8956e2-6586-47ed-81f7-6c6feacc2cc5 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts I used a published list of the illustrations with captions to apply Iconclasses for the ground-truth.28 The images used come from the copy held at the Berlin State Library.29
Reference 30
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Unavailable: canonical work link unavailable.
Observation a0858ee9-b7c1-4506-81a4-5e8a3b099d17 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 31
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Observation 667a843b-f2bf-4711-8525-c4cc7ed88230 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Adam and Eve (60 images) b
Reference 32
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Unavailable: canonical work link unavailable.
Observation 6d7b24e8-ef52-4191-bc27-b273aa2376dd · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Ornamento Europe
Reference 33
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Observation c91e56be-4297-470f-ac9a-88bd3e4f7723 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Luther and the Woodcuts to the 1534 Bible,
Reference 34
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Observation d63e2cab-705a-4ed1-befe-f20ee70b6936 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 35
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Observation d6755f2d-2bc2-48de-b8a5-8b20c31d87ad · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts auffs new zugericht (Wittenberg: Hans Lufft, 1551 [1550])
Reference 36
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Observation dd72f4ab-f7f9-4c6f-b816-882c37113465 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Luther Bible, 1551 Edition,
Reference 37
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Unavailable: canonical work link unavailable.
Observation cec1f3d0-0816-45d4-8cc2-c90900186adf · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Adam and Eve
Reference 38
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Observation dd660c5f-b387-4632-91aa-9101b8ee1bdd · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Religion and Magic
Reference 39
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Observation d7bd381e-45eb-4187-987d-9916d1c68464 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 40
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Observation ed057e0f-0b1b-44ce-aa5b-47e0a12c62a1 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts A Word Is Worth a Thousand Pictures: Why the Use of Iconclass Will Make Artificial Intelligence Smarter
Reference 41
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Observation 2363d24e-a8c6-4eb4-b9a9-d88328773d80 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts generalizing
Reference 42
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Observation 58abbb38-729e-42d2-9958-7dd991226ae1 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Multimodal Search on Iconclass Using Vision-Language Pre-Trained Models
Reference 43
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Unavailable: canonical work link unavailable.
Observation 50460ff5-e180-4c20-9f99-2e7886df9eee · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 44
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Observation cfa97fd3-2b7c-4e9f-aaf3-9748e16df98f · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 45
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Observation 842d1f5f-f027-4ab6-b6a4-bed942d30f3d · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Holy Communion
Reference 46
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Observation 6e6bc701-c49a-49f5-8e32-4212f9d953f7 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts 14 address cases where the top result might not be the most accurate match
Reference 47
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Observation eca238cd-9b9d-4834-b1fe-33d4ba167699 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts the story of David and Goliath (1 Samuel 17)
Reference 48
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Observation 8234deac-b726-4d49-88e9-688bf9553245 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts For example, if the ground truth has five levels and the prediction correctly matches three of them, the base score is adjusted to reflect a 60% match
Reference 49
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Observation a3a8345c-1050-4c92-bf4f-286fec53a2c9 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Unresolved cited work
Reference 50
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Observation f302559b-24c7-40f8-b0c2-bc35979ec77e · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts This result aligns with the expectation that hybrid search benefits from leveraging both lexical matches and semantic similarities
Reference 51
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Observation a3a53509-2e9b-4a1f-bb52-b80126b76531 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts One key limitation is the dependence on the accuracy of the generated descriptions
Reference 53
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Observation 9674bcd5-d6cb-4a1b-8220-6dd7ae9ab841 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts The combination of RAG, vector search, and the basic Iconclass database works exceptionally well
Reference 54
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Observation c3f55e23-c439-4381-9908-4c5465f7a14c · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts 28 well-defined images or emphasizing keywords in cases where textual cues are stronger might enhance performance
Reference 55
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Observation 88be0779-0216-4b64-9e1c-5bc052972e56 · outbound
Automating Iconclass: LLMs and RAG for Large-Scale Classification of Religious Woodcuts Passion of Christ 73D2 the episode of the Last Supper 73D23 Christ washes the feet of the apostles (John 13:1-20) 73D231 Christ washes Peter's feet Fig
Reference 73
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No inbound Pith citation observations are available.