Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:51:17.376587Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 6 inbound Pith citation observations for arXiv:2506.12707.
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 2026-08-07T00:51:17.376587Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:26:33.740006Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
58 of 58 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation baaf0953-9590-45a4-816d-5129397a306b · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f489e1d1-31f8-452d-a2f0-4778dede5cb4 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Jailbreak chat
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26314066-b5e4-49cd-bfae-18d455d64231 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Detecting Language Model Attacks with Perplexity
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 147ea0d0-fa22-4d2a-84e9-cf90cc15e8a6 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb845684-1e0a-4c48-8ad9-bf9e2db8eb0f · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Man ends his life after an ai chatbot ‘encouraged’ him to sacrifice himself to stop climate change, 2023
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1b213cf9-6f47-4671-b912-e3ca114fdcd4 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Self-Evaluation as a Defense Against Adversarial Attacks on LLMs
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69243559-1075-4b96-844a-4b9ad1f446fc · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Defending against alignment-breaking attacks via robustly aligned LLM
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25a57ed3-c10d-40b1-acd4-43c05457a424 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Defending Against Unforeseen Failure Modes with Latent Adversarial Training
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6fa1b9b-6103-4470-899c-91d1e6760f53 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Jailbreakbench: An open robustness benchmark for jailbreaking large language models
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 03224b36-991f-4abe-a018-ec65c0c01ad0 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Jailbreaking black box large language models in twenty queries
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35d23faf-546e-4325-80f3-e34d7dbfa577 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Secalign: Defending against prompt injection with preference optimization
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2f5e76b7-4496-4f3a-bdaa-b1f58f3101e9 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f9f90cb-37a9-41cb-a017-4e726dced87c · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Training Verifiers to Solve Math Word Problems
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97b40237-dc9d-4493-8ffa-4d4640870fb4 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Unsupervised cross-lingual representation learning at scale
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 326ab2c2-cc5e-4c24-a545-a7234f74447e · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b604ea45-9d0f-4d8b-872c-dc0f7479c980 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Attacking Large Language Models with Projected Gradient Descent
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 895e0d50-d167-4d18-8560-ca8da4537bb3 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Pruning for Protection: Increasing Jailbreak Resistance in Aligned LLMs Without Fine-Tuning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e306f66-3262-43ed-bffb-08144fea8576 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Measuring massive multitask language understanding
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 248e56c6-3f70-48fd-a41c-9c01037a539c · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 827b136a-77a5-438e-86cd-fc160fb6551a · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Disaster-tweet-jailbreaking
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5c6a32ac-e799-43ad-bf00-a6efd8502210 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Baseline Defenses for Adversarial Attacks Against Aligned Language Models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 377b48aa-47e9-4eee-be41-0e4328e2ad8d · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4fac2f2-b8a9-4f4c-a379-ba321fd7a8a7 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression LLML ingua: Compressing prompts for accelerated inference of large language models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c675a59-edbc-4d8d-b4c2-38d5b4883d33 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression L ong LLML ingua: Accelerating and enhancing LLM s in long context scenarios via prompt compression
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 06f31ebc-dc8a-4328-ab4b-fad372c5bbd7 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Wildteaming at scale: From in-the-wild jailbreaks to (adversarially) safer language models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9414708c-1bcc-4d8c-a4f5-0045fe104b16 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression RobustKV: Defending Large Language Models against Jailbreak Attacks via KV Eviction
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38f1b166-92c3-4cfd-acb3-0c09c8e37ae9 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Certifying llm safety against adversarial prompting
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d455e029-ca7f-4c7b-b35d-5e8919c35bbf · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Uncensor any llm with abliteration
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b96be9cb-eafe-43eb-900a-0210cb5a6c74 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84b889f3-af8b-4806-a2fa-36cdd139cc3b · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Compressing context to enhance inference efficiency of large language models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e2e7ee43-43d4-4af9-9969-29efd5d04e05 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Autodan: Generating stealthy jailbreak prompts on aligned large language models
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16bef299-4bc9-4fd5-870e-fa210052aa89 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Jailbreakv-28k: A benchmark for assessing the robustness of multimodal large language models against jailbreak attacks
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 18e830a5-1c9e-49c5-830e-f548d61b9f1b · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Whoops, samsung workers accidentally leaked trade secrets via chatgpt, 2023
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4c1be3ea-459e-4f2b-b03b-57f739af2809 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Tree of attacks: Jailbreaking black-box llms automatically
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 764837be-d5f6-4ddb-87ac-cbc9ea754d0c · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Vicky Zhao, Lili Qiu, and Dongmei Zhang
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f13318f7-9d9b-43a9-85a7-4a8ca417ab61 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Llm self defense: By self examination, llms know they are being tricked
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0cc4225b-3b8b-4530-a3c1-a9337ad483f5 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Visual adversarial examples jailbreak aligned large language models
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 48d788cd-28d7-474d-bf47-f2b11d731344 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Attack Atlas: A Practitioner's Perspective on Challenges and Pitfalls in Red Teaming GenAI
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da9f398d-fc48-4c1c-9fc2-75f43959fecc · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Gpqa: A graduate-level google-proof q&a benchmark
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87cace88-da85-435a-be2c-8c912a16319c · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4caf03b7-64e8-467e-aa4e-56422e420bb6 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Scalable and Transferable Black-Box Jailbreaks for Language Models via Persona Modulation
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dd622fd-0bb5-4274-94fb-a181352e29ee · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Constitutional Classifiers: Defending against Universal Jailbreaks across Thousands of Hours of Red Teaming
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebd2e3a8-424b-4c80-bd39-4c7fc7cb5cf5 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression do anything now
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a47cef48-d024-4d6f-b0d9-0a874c8b7f6f · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Hashimoto
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aab340f4-45dd-49f3-90fb-fabd62f572e1 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Openhermes 2.5: An open dataset of synthetic data for generalist llm assistants, 2023
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7f9f0db-eb93-48dd-a65b-b4b551a8985f · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Prajjwal Bhargava, Shruti Bhosale, D
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 11f9dcbc-aef6-4846-97cc-a344d846d212 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression The art of defending: A systematic evaluation and analysis of LLM defense strategies on safety and over-defensiveness
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9161acc-3971-45be-b16c-cf948c7ac867 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Jailbroken: How does llm safety training fail? Advances in Neural Information Processing Systems, 36: 0 80079--80110, 2023
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 413a4647-048e-4441-9371-c7cafcb571e2 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression S afe D ecoding: Defending against jailbreak attacks via safety-aware decoding
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18e9970a-9821-4ea5-8785-6a6c1e4b9e9a · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb7886b4-1e26-4aca-862a-fd139d5c1143 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Rigorllm: Resilient guardrails for large language models against undesired content
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0f3f3c27-474a-4b3b-b61b-6f317dc50678 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression How johnny can persuade llms to jailbreak them: Rethinking persuasion to challenge ai safety by humanizing llms
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 96fd0665-3084-4a7e-82af-daa38dcc1b51 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b12714fd-2706-4a8f-8621-ab7bfaef5d1d · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Intention analysis makes LLM s a good jailbreak defender
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6dbf2248-967e-4e18-bcec-1529caef66fb · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Universal and Transferable Adversarial Attacks on Aligned Language Models
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61b06e34-8908-4d18-9a28-976c6ff296cb · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression @esa (Ref
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebc5b558-5d05-48db-bd47-dc84be8b9f28 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Unresolved cited work
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8143df8a-b0ce-49dd-bf9e-26453b94e2a9 · outbound
SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression Ambiguity
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78eea0d0-1fe4-4800-b901-e33be6914de4 · inbound
Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
Reference 126
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df1974b8-814b-4282-b00b-bfa6a7344c55 · inbound
Semantic Attacks on Tool-Augmented LLMs: Securing the Model Context Protocol Against Descriptor-Level Manipulation SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4a95b1bd-351a-49d4-9c69-64c0710fefc5 · inbound
CoopGuard: Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Round Attacks SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 611ce5a7-5f92-40cc-ab62-57dc1a310da4 · inbound
Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1784d372-d12a-44cc-a282-e3e6a6cd1943 · inbound
Prompt Governance? On Governing Technologies Governed by Natural Language SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
Reference 193
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e49c6208-7c87-4509-8609-7c19ad7b1c60 · inbound
Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Turn Attacks SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.