Paper Citation Record · LEDGER

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs

As of 21 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 3 inbound Pith citation observations for arXiv:2505.10838.

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

pith.paper-citation-record.v1
2505.10838 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:07:54.305218Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:40:45.239429Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy3
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 4886c8f0-3c39-4604-b996-ca36dc7c5c2a · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.219516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc74c2c6-b7e9-48bb-9577-8dd5e944dbde · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.232733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0558ed9f-d215-4fd7-88f2-9fa78cf01c43 · outbound

This paper cites JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.237043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12c35f7c-00c6-4303-8b2b-ad5f15a485d5 · outbound

This paper cites h4rm3l: A language for Composable Jailbreak Attack Synthesis.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs h4rm3l: A language for Composable Jailbreak Attack Synthesis

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.241085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afd0c072-8f98-45e5-950e-adae69160f5d · outbound

This paper cites The Ethics of Interaction: Mitigating Security Threats in LLMs.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs The Ethics of Interaction: Mitigating Security Threats in LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.249235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d9d3cf5-292e-417d-addf-6855bbb2cd63 · outbound

This paper cites Safety Layers in Aligned Large Language Models: The Key to LLM Security.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Safety Layers in Aligned Large Language Models: The Key to LLM Security

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.253022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a8cdaf-56a9-4f85-9777-daeac4b660b5 · outbound

This paper cites do anything now.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs do anything now

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:54.683112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4d4dd1ba-e018-459d-861e-1072918808dd · outbound

This paper cites Latentqa: Teaching llms to decode activations into natural language.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Latentqa: Teaching llms to decode activations into natural language

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.260409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6972e7f-d34c-480e-8fb5-a6679c73ba4e · outbound

This paper cites AdvPrompter: Fast Adaptive Adversarial Prompting for LLMs.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs AdvPrompter: Fast Adaptive Adversarial Prompting for LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.263941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13e823af-61a1-4d3a-8fcd-f0d0f6006a17 · outbound

This paper cites Xstest: A test suite for identifying exaggerated safety behaviours in large language models.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Xstest: A test suite for identifying exaggerated safety behaviours in large language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:54.673175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 56603d5d-99cb-42b3-bd00-823844663d00 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Code Llama: Open Foundation Models for Code

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.271485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 560e6ea2-ec0d-478a-8667-281a510804c1 · outbound

This paper cites Scalable and Transferable Black-Box Jailbreaks for Language Models via Persona Modulation.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Scalable and Transferable Black-Box Jailbreaks for Language Models via Persona Modulation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.275044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ada4356b-fe2b-4e22-b20a-127aa1d8ce32 · outbound

This paper cites do anything now.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs do anything now

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:07:54.661845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation df76b44f-9918-48b2-9a4b-4d133ffe3090 · outbound

This paper cites A StrongREJECT for Empty Jailbreaks.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs A StrongREJECT for Empty Jailbreaks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.282513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3d04e62-d5d7-455a-93bf-b027e88c856d · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs CodeGemma: Open Code Models Based on Gemma

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.286434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c3798b9-88a7-4d5d-860d-032fbfe94e9e · outbound

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

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Gemini: A Family of Highly Capable Multimodal Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.290345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8be58ad4-c78b-41cd-8468-6e7ef2e02092 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.293852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26789c46-4c3d-493b-bfd0-528e5ef4a00e · outbound

This paper cites GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.297752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79d9aee2-1d1a-4180-a597-2876a0025a83 · outbound

This paper cites Diversity Helps Jailbreak Large Language Models.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Diversity Helps Jailbreak Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.301502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e84eb57-77db-4962-bb35-0430c05f9b81 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.305218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4ae84b9-2f5c-4a1f-937f-4762ea740237 · outbound

This paper cites Guard: Role-playing to generate natural-language jailbreakings to test guideline adherence of large language models.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Guard: Role-playing to generate natural-language jailbreakings to test guideline adherence of large language models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.245356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86f0df2b-8e00-4c46-9f38-42f629633b82 · outbound

This paper cites Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.228190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70f1671c-982a-4930-a56b-a59c05ffe13e · outbound

This paper cites Detecting Language Model Attacks with Perplexity.

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs Detecting Language Model Attacks with Perplexity

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T21:07:54.223932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 96604676-e465-415a-8d7b-14ad7da08157 · inbound

Echoes of Human Malice in Agents: Benchmarking LLMs for Multi-Turn Online Harassment Attacks cites this paper.

Echoes of Human Malice in Agents: Benchmarking LLMs for Multi-Turn Online Harassment Attacks LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T09:40:45.239429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ac00727-fbd8-40b5-9a4f-c40f5e92ecdf · inbound

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations cites this paper.

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs

Reference 75

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T20:17:56.372026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3511bb0f-cefa-4b94-808f-cd4bb9419a47 · inbound

LASH: Adaptive Semantic Hybridization for Black-Box Jailbreaking of Large Language Models cites this paper.

LASH: Adaptive Semantic Hybridization for Black-Box Jailbreaking of Large Language Models LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-21T04:49:35.512077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.