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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:20.764749Z digest=sha256:a1b2ab66b2dc6cd3f9baece43a58795403f650ac2824c3d2498ee14fb39a39dd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:20.870114Z digest=sha256:fd3a48f21a5a65b36ce98f8287140215174d16c75f75b495508ce027f93827e0

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:c8926772762886879b7eefef0b21639a310e112018656d80edafc04991c8decb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:21.116676Z digest=sha256:c2b5b04cc8f1870cc880b2be25c41cc44079e2179c43287c78420b7029ce230d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:21.240751Z digest=sha256:7484a33a704189e7f6e88ad46a9857b0c5657db722b5d3c3b070ccf0f3f27d1f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:21.356753Z digest=sha256:55d6deb63c2646df578304e68252584daf2daa9a9e45c21611cf9dc6e388027d

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:a26b6ec96c100ce22ca1d847e30cb83ef27cc7416d5da796da8dd89e2bd65002

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:21.584725Z digest=sha256:1edc56e26cc3ee77efa977fd0f201684f46ef71f55e0b2df2530910bd57eeea5

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:a0876edacbb42713401552c725fdcedfba030ba78e4fe065261ca0493ab2d526

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:21.760664Z digest=sha256:e6f7f09247e41235b10b52f8515bf1cc75aaa4b2ad7841d7fb4458b39ca6de2a

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:e1b7bb8c2240379208a2561cdace36b3996dec909ad19ef8170cdac61218c247

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=sha256:8a0bde304587b0314f44f539de8ce9107e4582d3f3fde302ac095aba5bd73f6e

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=sha256:98c22e50d0a7467c8d1e3e94ddad6f61a1d37b28ac9b5a06ec74927c7dd96358

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:22.172963Z digest=sha256:8c9e602628b24e7684c0cb6315ad40d022b5151286331d00f336134227d58803

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:22.265002Z digest=sha256:e2c98bd70828ec21124c0e6fafe387c9fb96e769fbae1a3184853c08b6fab916

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:22.478287Z digest=sha256:e1d6aaa0bb5a165c19fe67011b30d71dc32e7a79c725c951aecb1dc158aadec3

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=sha256:09e45a729d63adc175d359946ff237d89b05e43a9d5464212bb5680a44b2d346

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:22.762403Z digest=sha256:11a12d87645c864b06f70d77fd0395c1ca209c867a33da9a5a0f1293e090f75c

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=sha256:9d277ff64686508be0b6fbf4a79818c5dfef16db9c58832e19e784bcf5126a25

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:abbf4e6c5a63ce1115a3207711999c5f0116cbbccead9fd72586bee9b2104e07

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:b20bb6e3005d036273e2420b8f87701cd08e7c66d1b68fca76f03d2740b93aa9

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=sha256:28227e7b04978b8a25ca6e5f6bb8ff33aa26fb8290867fcb72935b06b2544d39

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:23.198134Z digest=sha256:4d3970acdb628fc436e98ca23d3625d886a94610da76067af3420145e0f8dafb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:23.314412Z digest=sha256:e25817c3f441f93afd27531c2cda35543eb0fa442a394e8cd19f634f9bbad7de

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=sha256:1771c2e841f0c4b41d8206452268c0c8b0d9ec0dc57c8dc2631e4499757913d3

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=sha256:7af95741799f8b14093595ac0abca7805c9131eaeee385baa285a76c9e208a65

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:b65809cd006314210e42f03f8ded707055733801da64486e41482147eeda50d4

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:e895f368e8d63897675c754473fd8ea3c3064145deb9d5aefe79e3bf43d2cb83

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=sha256:0e8ab981315f6db5b82780b009f64d4486ab328208b4674a5f1e753a75134d1c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:23.996895Z digest=sha256:3c54487ffef04f231f750cbf524ae27a8d1b42bbeb3a8d08ff3f5f087312e62b

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=sha256:353fc345a290c07abe9d3808a0edf285afe65341ab98915df21fa4dd2e003f36

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:24.355763Z digest=sha256:b85beec2492f2d7bf738bc0679e950ead8d853a89527e3145360f2b93db84ecf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:24.559907Z digest=sha256:a89b1418c8946f827fee1dddd133e67be3ffe1c2d54299e8d21848513787187c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:24.654742Z digest=sha256:caa9a554f357269a2149ccc2ed653c01004bad3ea5e34018ebf0c19d9a24095e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:24.734817Z digest=sha256:123c53019bb78bc8e86a3d96e6380d397008b289ea891c0bb40e464629effef3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:24.819439Z digest=sha256:7576a62227fe1ae010e9823b4a321057bbeb821b594fbb2c58ac908ffbf85274

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=sha256:9f7abab09c1d6ae89f90ed1c44a0389cba5fcb62c43e71a9f00f23cf34d3422e

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:faf31239bb22e711a3e228b1f8e0424c57d3b079b2a598e411fea5fce4546b3b

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=sha256:3ff327ba2fe5e3ba7a4e78adc24f425139fd6708faff90be5c38ef280c07091d

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=sha256:459602463d13873b0212dffe0064e5c1c6ef27194a0a55d0444bd0cc59f944ce

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:d6c68484e22950b2483d3a85df1f2f05c88287550cf405337c6a22dc6ec5b48b

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=sha256:699b59a0ffa38d614388604db0df8135e365362a1cfadba4e2a182c6aa5a0033

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:25.785876Z digest=sha256:1c8717f9506f0deb0ed080ad8c87b46c37ec9a6856fb3e04393b5386c4300bec

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:a6773b05a200fd5f212e55ab7474b068877da9e7f96fb98cb2bcc6a4f8c259ff

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=sha256:73c90b4a496dba8c93d72a4df4c474a9cae2a36033cd42d57ef615186b3a43d4

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:d5b4de1aa7c12240033e838129a9232f6f014ccc89cbcab316741286eb5e0255

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:30.244817Z digest=sha256:0c4f5bf5b9e4c0772e8a38de1264a2b37424619c539ea2e414b9b5ba599a7edf

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:bdf69a569d335ad91260f3697e3717589a181b316873d1f55a7cf17c5b6fcd8d

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=sha256:0d866a795fd97c8598c9df7519016001851ea19db6d91eca1142da779dc18147

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:30.560074Z digest=sha256:5727d896f019355ee3b002a0017aed06bd15ac155a62de472824011b98ba9479

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:30.780141Z digest=sha256:7f074394f73f58c3403c5c55c028b7027e21bba56af81e9b3dfe02b11e20d441

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:30.875455Z digest=sha256:20e92626b2a9047d3f33d78b32b27103580548132751dd1c867ecdf11e7b7c41

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:43:30.675731Z digest=sha256:90a708856f206a0999e19f783c2d5d1b8514cb217971f6a928a86b192e64797e

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=sha256:7e7482ad747d61de6262e4c1a3cfbdd9d5b8f0f4de27980cccf849720ea4d81e

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:ae9ef0887a5b1da5dd2134ed200f8c6ec89e56300d48e33aafaa7bd6bc51e6d7

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:f45ba4c580c7a7b91622b928604390beece4b3f355557364e2c703f0d2abbd31