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Paper Citation Record · LEDGER

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs

As of 14 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2505.14035.

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

pith.paper-citation-record.v1
2505.14035 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:43:30.875455Z

measured 56 of 56 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:39:06.973029Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

55 of 55 outbound references displayed

  • verified exact2
  • verified fuzzy11
  • unresolved40
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aa3b085a-14e1-4f96-b4d2-4f71b98b07de · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:36.416860Z

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=2026-08-07T15:43:20.764749Z digest=sha256:39aa9e21d4bc4343238843815d2648e5b0372a90b4307212fa9d6f3550e4ab52

Observation b4127d86-3fd7-4d92-93cc-d17579f3350a · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:36.232818Z

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=2026-08-07T15:43:20.870114Z digest=sha256:c3bf1fadbc011cfdeea730bac8a857ca5f8b659d66960522a7bb7c68168ad92f

Observation d0920203-1927-4f00-90b5-ecc1294bc3bf · outbound

This paper cites 2024.Claude 3.5 Sonnet.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2024.Claude 3.5 Sonnet

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:20.984807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:20.984807Z digest=sha256:7b59cb03b1b5b651447cf090b31e8ea06ab8a4b108bab4387ca3eceda38de38f

Observation 30fce836-c84d-49ad-b5a2-aa17f95dee41 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:35.946945Z

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=2026-08-07T15:43:21.116676Z digest=sha256:a4ff386cd9d966a851e72fd60df930a2ca649c6475d34929c7339bd3712c8638

Observation 725c46b1-13f6-4c2e-8568-e3800e343344 · outbound

This paper cites 2023.Azure AI Content Safety.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2023.Azure AI Content Safety

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:35.787509Z

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=2026-08-07T15:43:21.240751Z digest=sha256:dc7b470e5608217102852a8bc3d05aa124eb4aaffea9968824f30a1459b32f0e

Observation b3c4a36a-c6fd-4f32-900e-3005ac7041e9 · outbound

This paper cites 2024.Analyze multimodal content (preview).

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2024.Analyze multimodal content (preview)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:35.523027Z

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=2026-08-07T15:43:21.356753Z digest=sha256:116260418c026845d982e61d2de3c3493594dc0e3b370f7a31fbf85e80400631

Observation df626658-f6ed-4c4a-bed4-d3f9f2746f5b · outbound

This paper cites Qwen2.5-VL Technical Report.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Qwen2.5-VL Technical Report

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:21.494833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:21.494833Z digest=sha256:1f0729f519d3b89e6efd97bfef3184f1f1ecc4f9c755bcf43bc6193108275c0e

Observation 543f4fbe-6505-45ef-b860-2fdf96cef7c5 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 8

Resolution
verified exact
doi, observed 2026-08-07T15:43:31.610044Z

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=2026-08-07T15:43:21.584725Z digest=sha256:0312554d05e91100f72a63b9fcefb19fa57c12ecd50ee2bc38eebd9fa4118094

Observation fcbff939-49af-4d50-8fd5-c9dad6aed463 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:21.649314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:21.649314Z digest=sha256:d3ffb95113cb4cf59e45c7272bb5f48bef1adfe03f9930890c5558f60b3895a1

Observation 85dd3af2-21fc-40f7-93d4-a11660d30f97 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:35.344239Z

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=2026-08-07T15:43:21.760664Z digest=sha256:c4da3a04701b0bcc3395aac0aad05ad3f415807274acfd82fd7c2d9307a4058f

Observation 44af8039-f98a-4ca2-9be4-5c51c6071f3a · outbound

This paper cites Llama Guard 3 Vision: Safeguarding Human-AI Image Understanding Conversations.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Llama Guard 3 Vision: Safeguarding Human-AI Image Understanding Conversations

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:21.902482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:21.902482Z digest=sha256:c7ebc2426317d821e9c3828d58fc7dd1bda1c0969b1372d4c17cdd79fabc9851

Observation 80c8f464-bf6b-422e-9c00-31963e773fe9 · outbound

This paper cites FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:21.975620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:21.975620Z digest=sha256:c6335aa50d0ad1966c84d0d71c0912c294ed286cbd26ac40fb6d7a7a4c75f46a

Observation 550239d5-219f-4fde-be5f-5326e9ed6d8a · outbound

This paper cites The Llama 3 Herd of Models.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:22.044197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:22.044197Z digest=sha256:dc2491ed818da134a724da5a2c31bd34086e66cbfe12b5e552e0e5d9d1d0c86b

Observation 4db1a0a8-41aa-413a-b37b-826705a8e66e · outbound

This paper cites 2024.Fine-Tuned Vision Transformer (ViT) for NSFW Image Classifica- tion.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2024.Fine-Tuned Vision Transformer (ViT) for NSFW Image Classifica- tion

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:35.167720Z

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=2026-08-07T15:43:22.172963Z digest=sha256:e3e0fe208f598b3ef402368b3094da4a16c3c9538c2bd1cba314e616cea63887

Observation f5c46f7f-5bcb-44f7-aaae-1d5af694a8bf · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:34.987516Z

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=2026-08-07T15:43:22.265002Z digest=sha256:98f30da089c30716b1a53c5320e27e8fc64b0d01ea9f9d4814a8ee29cc521ace

Observation 9921580c-44f5-4127-8d69-56bcef3a195c · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:34.884018Z

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=2026-08-07T15:43:22.478287Z digest=sha256:9c5f88238d07b34fe04c858624e08376d45c042f731aae74f7fe472ade78d071

Observation a3524201-6e34-4f98-af90-8e25ee486686 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:22.649039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:22.649039Z digest=sha256:5e019b58fc829cb25d46d9b12a54494786a1cf087a3daf2703309f655f6e9ca8

Observation 5006dd6c-ca8c-4d1d-9d61-1d8a852d190e · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:34.669385Z

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=2026-08-07T15:43:22.762403Z digest=sha256:fc891e32ed5f5c281818b18a45996915cdb7b881fd45ea5f7cd7f13d094c3d2e

Observation 5da19695-0eb1-403b-8fea-7a4dab7db076 · outbound

This paper cites VLSBench: Unveiling Visual Leakage in Multimodal Safety.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs VLSBench: Unveiling Visual Leakage in Multimodal Safety

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:22.887756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:22.887756Z digest=sha256:023fd121db7ff8184598650231d6b06749e304be43e439a65edd74d24b0ffc5d

Observation 1cccfa9b-1361-422b-be2c-5edeaf6d96aa · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:22.943099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:22.943099Z digest=sha256:b5f602cac64361e8a4a9de57cac79ca3cb1ac3da103d6e58b751f78f9afc46ee

Observation 7b0bd19c-b116-444f-918f-cada8ced0184 · outbound

This paper cites Tran, Yi Tay, Jeffrey Sorensen, Jai Prakash Gupta, Donald Metzler, and Lucy Vasserman.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Tran, Yi Tay, Jeffrey Sorensen, Jai Prakash Gupta, Donald Metzler, and Lucy Vasserman

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:23.001308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:23.001308Z digest=sha256:69147540ff122ec842514bc22b30985a5ca80716c6009aadb899010a9adf1fda

Observation bfc50c65-4f3a-4f58-b675-dd7b29a49c81 · outbound

This paper cites GOAT-Bench: Safety Insights to Large Multimodal Models through Meme-Based Social Abuse.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs GOAT-Bench: Safety Insights to Large Multimodal Models through Meme-Based Social Abuse

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:23.117182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:23.117182Z digest=sha256:c74349003457d26c7955ec82e10e5168c1e7c6f618f6fa40f42d03fedfb083bc

Observation 6f289353-924b-4ccc-a971-94161f3934a3 · outbound

This paper cites Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:34.412706Z

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=2026-08-07T15:43:23.198134Z digest=sha256:7d13af7a13b8f233d575e995bb3b7004a777cae8e993bf51133c8ba1e8074a82

Observation 251690df-9200-4b5f-a822-b18e0b3881e9 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:34.212599Z

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=2026-08-07T15:43:23.314412Z digest=sha256:0ad9be1b3f77113c98f084f6f38f0f6fbe051bbc1dc04d779ad36df24beaec3e

Observation 96b4a53e-7e61-4b57-b1d1-e6bdf36e019e · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 25

Resolution
malformed identifier
no resolver link, observed 2026-08-07T15:43:23.440676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:23.440676Z digest=sha256:4dd3f8cee64001b9face70a1d87addf6f5d43f288522e8d125ae8a8cd8b65e0a

Observation fe3e2598-759c-4d51-8c67-ebc43eaeee2a · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:23.526490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:23.526490Z digest=sha256:2ea099f0bbb667d5bab10fa0e026ada291ae31a34ac67b3cf8486cee92f3c3b1

Observation 56721e59-a533-4ec6-8678-82c54d52f987 · outbound

This paper cites LongSafety: Evaluating Long-Context Safety of Large Language Models.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs LongSafety: Evaluating Long-Context Safety of Large Language Models

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:23.665972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:23.665972Z digest=sha256:3e0632a557c23cb99e7a1edcecff9f63ff4ccb27c04fa131e9a0b4d5a6db9bf0

Observation 57d03572-75d9-4f05-bbdc-1bc53e781700 · outbound

This paper cites JailBreakV: A Benchmark for Assessing the Robustness of MultiModal Large Language Models against Jailbreak Attacks.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs JailBreakV: A Benchmark for Assessing the Robustness of MultiModal Large Language Models against Jailbreak Attacks

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:23.733760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:23.733760Z digest=sha256:b1571f7cc9fffdbd7f64fa752b71e5397c9616fc2bf113b23caf79c75964d3cd

Observation 6b1f157b-93b9-436e-9a19-63babe6fa67e · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:23.834745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:23.834745Z digest=sha256:f5f70c596afd47afd5dee6e3cdcf5a09dfa0d5c3e908977ca23e5be808ffdb2f

Observation 2e3584d2-4709-4043-8ac3-61404fd2b3b7 · outbound

This paper cites 2024.Llama 3 ˙2: Revolutionizing edge AI and vision with open, customizable models.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2024.Llama 3 ˙2: Revolutionizing edge AI and vision with open, customizable models

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:34.050094Z

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=2026-08-07T15:43:23.996895Z digest=sha256:8fc18b1facfafedd8fd2c7951bf941a5efe16997b0866ba2510e27a450b8f7a6

Observation 67690c18-0805-47d1-adfa-fca4f97fb705 · outbound

This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:24.185429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:24.185429Z digest=sha256:919fea42f0f5051ab52584f019a63370b2cd23da47316b6713c6020a7e8a8a20

Observation dd6f449c-1a86-415f-a022-dce9ea6bc2d7 · outbound

This paper cites Sy, Ahmad Albunni, Myles Joshua Toledo Tan, and Nouar Aldahoul.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Sy, Ahmad Albunni, Myles Joshua Toledo Tan, and Nouar Aldahoul

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:33.884121Z

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=2026-08-07T15:43:24.355763Z digest=sha256:8480c40025d17e6578012e59c02fc065595d38b78698dbaca0681b96ef517e5c

Observation 4c05969a-269d-47b7-8d61-2b1417e138b0 · outbound

This paper cites 2024.GPT-4o system card.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2024.GPT-4o system card

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:33.728865Z

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=2026-08-07T15:43:24.559907Z digest=sha256:11861b8e44e5db22495b3ed6f5ad7acab327a9b4c3fee5adacc58a4b8a490e28

Observation ed041c3e-f2cf-4e5d-b0b2-50cfd2ad207e · outbound

This paper cites 2024.GPT-4V(ision) system card.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2024.GPT-4V(ision) system card

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:33.541457Z

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=2026-08-07T15:43:24.654742Z digest=sha256:2822582195db245956b03b926b1c46bcaab0a0f623315791bb407f1a73079774

Observation fd163384-b867-4f3d-b33d-945f7e5c2f93 · outbound

This paper cites 2024.Moderate images and text.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2024.Moderate images and text

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:33.342003Z

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=2026-08-07T15:43:24.734817Z digest=sha256:2469e6d5f5328fb141445ca6657fb3104d14be01dd6d5a2d8c855eb34d364886

Observation 7c440e22-6d3d-4a4f-9c6f-5dce709183dc · outbound

This paper cites 2025.Qwen2.5-VL-7B-Instruct.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs 2025.Qwen2.5-VL-7B-Instruct

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:33.083387Z

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=2026-08-07T15:43:24.819439Z digest=sha256:3798051e6b968cbdf51dfd35327e81f7626fde0d3ce4e162dbc9b93eff0fca85

Observation 6806964a-e1de-4920-815d-65d3d27a9bf3 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:24.954780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:24.954780Z digest=sha256:06a0e505a38e1723b2eeed708f8148f93c1441b92923cf950efad68e243f2016

Observation aafcd2e3-48d9-4288-90a1-d00e2834db3e · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:25.205302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:25.205302Z digest=sha256:204f2c76016d696a198ef4acf59a0a3059fbef50dfce21ff8e92e39fb82582be

Observation 9203d1f4-63b2-4295-bffb-2000749da03c · outbound

This paper cites Safe Inputs but Unsafe Output: Benchmarking Cross-modality Safety Alignment of Large Vision-Language Model.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Safe Inputs but Unsafe Output: Benchmarking Cross-modality Safety Alignment of Large Vision-Language Model

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:25.330017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:25.330017Z digest=sha256:fae9ed63eb79e737527c9f1719a2cc8255c62ce40f1c79e2cdf915856c6ac41e

Observation 433fa097-d213-4c0f-bff8-691facd3af8b · outbound

This paper cites ThinkGuard: Deliberative Slow Thinking Leads to Cautious Guardrails.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs ThinkGuard: Deliberative Slow Thinking Leads to Cautious Guardrails

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:25.490453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:25.490453Z digest=sha256:d2a1b76792635c7e945ba69682d2cf1b0c1e3cd425186d3afbf9b47a6af10d03

Observation 85cda172-1a1c-450b-be0b-c4ff775ac396 · outbound

This paper cites ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content Moderation.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content Moderation

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:25.574744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:25.574744Z digest=sha256:035e459d65f42656f988f33ca9609ac4019492e1e9da17a83f2abcb705990965

Observation 878436b6-6d4e-4c37-a2d7-07433c4ef039 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:25.682269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:25.682269Z digest=sha256:a65b837b688a28d4da4f1090a76d79fe3d242a2d095d23aa7d657bfa48571319

Observation 82a9c020-e63c-4abf-88b7-b61b2b15d564 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:32.850079Z

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=2026-08-07T15:43:25.785876Z digest=sha256:64d8c0044d47ab68260954be5b9ffa26a8833fc45c8c8555571ad5ae5ae63e07

Observation db8e43c1-8d1c-4f4e-b447-094fc7764e95 · outbound

This paper cites ShieldGemma: Generative AI Content Moderation Based on Gemma.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs ShieldGemma: Generative AI Content Moderation Based on Gemma

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:25.899451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:25.899451Z digest=sha256:61794c1a90b0792042742198b54d3bf362c139a8b840feac8696d2395de2bba9

Observation 83c036a9-1752-4c5d-9d45-0ad72cb60093 · outbound

This paper cites SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:26.196963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:26.196963Z digest=sha256:9b3385b50634a79ef1d4ff628f555f20e4b3233c886b9480cc15ac6a19372089

Observation 83b50b0b-f2a9-4768-bb03-133b17228616 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:30.105067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:30.105067Z digest=sha256:320691f90caec714dfb3e8be5580dd096ee9fc4e597c1414e7d0b6595b846d5d

Observation 3be23998-a3b0-48e8-a0ce-4d26b564287d · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:32.626116Z

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=2026-08-07T15:43:30.244817Z digest=sha256:d2efc5360d9939c390796d2d5d8c0f5b3142c72f9aeedbe9b591f8c30a22ca7c

Observation 190cf86f-ed18-49fa-a2df-e91359ad62d0 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 48

Resolution
malformed identifier
no resolver link, observed 2026-08-07T15:43:30.354823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:30.354823Z digest=sha256:2fc3f9834b5e161f363e3e056159569e670fe7bfadde40906f0ab34651bbc78d

Observation 6209e798-1471-4f07-a068-41234cb1933f · outbound

This paper cites Multimodal Situational Safety.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Multimodal Situational Safety

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:30.464795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:30.464795Z digest=sha256:cd36114beffc34cd352801e14580e59a55ef7d3501f976745e1194069b0b528f

Observation 6fbe83a9-2a4b-4271-a0bb-906015e7ec21 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:32.392128Z

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=2026-08-07T15:43:30.560074Z digest=sha256:64d1424d7a89f56dbbaafc48db0010578e19ad4f2b458b8a9e1c41fba0719688

Observation cddb65d7-9410-4671-ae2a-d998c97ad791 · outbound

This paper cites an unresolved cited work.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:32.165019Z

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=2026-08-07T15:43:30.780141Z digest=sha256:2afbe4e33657d9c898b93bb71a86a1db8f8f6b22a8b901817d8af273428680b3

Observation 115e824c-f005-41c3-98e3-11e94249d6ec · outbound

This paper cites InThe Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11, 2024.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs InThe Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11, 2024

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:31.933095Z

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=2026-08-07T15:43:30.875455Z digest=sha256:977f56feabfa3728cca662153e6f368d051fa248f6871cf008148241999f596f

Observation 914293f0-9370-4431-9a8c-98c1414c4b12 · outbound

This paper cites InFindings of the Association for Computational Linguistics: ACL 2023.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs InFindings of the Association for Computational Linguistics: ACL 2023

Reference 2023

Resolution
verified exact
doi, observed 2026-08-07T15:43:31.138044Z

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=2026-08-07T15:43:30.675731Z digest=sha256:2cac038f00874b2fbb87a0f9aba44ab233e6498add4266a693698c1ce84d44f3

Observation 553144f0-55aa-4cc2-913a-7c5a9c7d1345 · outbound

This paper cites AEGIS: Online Adaptive AI Content Safety Moderation with Ensemble of LLM Experts.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs AEGIS: Online Adaptive AI Content Safety Moderation with Ensemble of LLM Experts

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:22.394650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:22.394650Z digest=sha256:ad65293c0f6a6e0534567269f3245cfdfe7948e6ced6f3255098359ddca0483f

Observation f4fb3a25-8f12-490e-8323-e4211ad2bab6 · outbound

This paper cites Aegis2.0: A Diverse AI Safety Dataset and Risks Taxonomy for Alignment of LLM Guardrails.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Aegis2.0: A Diverse AI Safety Dataset and Risks Taxonomy for Alignment of LLM Guardrails

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:22.581145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:43:22.581145Z digest=sha256:b8f76dd81f165d7cf3dcfd5229e09d2b6b183c0fce93d447672ad25b61eda4dc

Pith citing papers

Observation 6d1e7ba7-cad4-4879-9ad8-731b0aedec7d · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs

Reference 132

Resolution
unresolved
no resolver link, observed 2026-08-05T10:39:06.973029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:39:06.973029Z digest=sha256:b997f63b435f0464dfe7ba6e79c87ca244532360e9d935d1d3506cf3a15c767d