Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:12:28.698994Z
Paper Citation Record · LEDGER
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs
As of 17 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2505.19773.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-12T00:50:19.648405Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-12T00:51:15.054351Z
Reference resolution
31 of 31 outbound references displayed
- verified exact0
- verified fuzzy10
- unresolved19
- parse uncertain2
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 52109d3d-381f-4c3c-91df-b062dea72650 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:33.089531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 876e5790-11b5-4ef8-944d-2e5aa5411810 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:32.904607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 42064e71-fdde-4ab0-9cdc-443fcb4ca95f · outbound
This paper cites Toxicity in ChatGPT: Analyzing Persona-assigned Language Models.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Toxicity in ChatGPT: Analyzing Persona-assigned Language Models
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:12:26.717182Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e544e7b-59a4-4cc6-b5a8-e5c9efc86f89 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:32.546212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 036285ed-ca37-47ff-9094-b8ac592386bc · outbound
This paper cites InPro- ceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 16802– 16830, Torino, Italia.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs InPro- ceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 16802– 16830, Torino, Italia
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:33.429960Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fc2934dd-6fa1-4bd2-b89f-6951d06ad973 · outbound
This paper cites SPML: A DSL for Defending Language Models Against Prompt Attacks.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs SPML: A DSL for Defending Language Models Against Prompt Attacks
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:12:26.950931Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4e32fc7-e05f-40b7-bdd1-7397b5571524 · outbound
This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:12:26.990951Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc298519-9ee1-475b-b4c3-ff2152f63d93 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:32.710615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0e6c2ddf-dbb2-44ed-b763-c3cad06d533c · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:33.219684Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6589a71c-7c3d-43a6-b900-8bbb5a97ce7c · outbound
This paper cites UNRESTRICTED MODE ACTIV ATED.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs UNRESTRICTED MODE ACTIV ATED
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:32.386204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 00468283-c5ec-4f8a-be1c-9144de343dc1 · outbound
This paper cites B.2 Hardware Spec We utilized six nodes with the specifications as shown in Table??.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs B.2 Hardware Spec We utilized six nodes with the specifications as shown in Table??
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:32.160143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 404ac29d-d893-444f-8207-7cdfa1ae590f · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:31.863030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bdbcfc82-1fb3-4077-9f44-784d48f0b255 · outbound
This paper cites B.3.2 Data Preprocessing TheHarmfuldatasets were constructed by com- bining data from two primary sources: seven QA pair datasets and five query-only datasets.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs B.3.2 Data Preprocessing TheHarmfuldatasets were constructed by com- bining data from two primary sources: seven QA pair datasets and five query-only datasets
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:31.645551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 61b461ad-2883-4774-a2b1-e87d16801f19 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:31.285506Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 21c23c0a-fb40-4d40-9b44-452dd826e22d · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 18
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-07T14:12:31.012494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0f3803e3-d622-4846-b706-d8ef52a34f4c · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:30.781726Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ddb83e05-8f77-456b-82a2-3d221a3bdfa4 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:30.543770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 36a982c1-4480-4e15-b170-8611539ecaa8 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 21
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-07T14:12:30.336870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ecad55bb-4dc1-4e1d-8056-4226741694c2 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:30.219045Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ba9f126c-ba84-4dc1-88e6-28eb7ee0fd24 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:30.127530Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 321e07ee-ee4e-4a02-90e0-7f9ff963e4b6 · outbound
This paper cites AI could be misused as a tool for promoting criminal behavior.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs AI could be misused as a tool for promoting criminal behavior
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:30.019382Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ab964502-4d92-4be2-b9b1-ddf83b3237d7 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:29.896505Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1a2f2c06-6cfe-4c96-ab7c-ff0ef1d85788 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:29.761575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 69fc5294-2c6d-4782-a539-a9f0d06d0642 · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:29.568211Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 77fa94cb-53b0-4cdb-a4fe-c5e60b66aeee · outbound
This paper cites an unresolved cited work.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:12:29.432136Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 83c804a2-dd5a-4ada-85d7-c5dbdc515b51 · outbound
This paper cites None"] New Category: [Only if Category is 7/ETC, otherwise.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs None"] New Category: [Only if Category is 7/ETC, otherwise
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:29.283096Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6485dc07-8801-43b7-8b2b-d655c64a4d94 · outbound
This paper cites If no problematic content is detected, use "None" as the category.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs If no problematic content is detected, use "None" as the category
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:29.146294Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9d8650e0-e45a-4ab5-9bd8-5590c9e3ecae · outbound
This paper cites Think like you are answering to a five year old.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Think like you are answering to a five year old
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:28.998447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a3be5815-402f-442b-acb3-de472ce3ab76 · outbound
This paper cites Bowen Peng, Jeffrey Quesnelle, Honglu Fan, and Enrico Shippole.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Bowen Peng, Jeffrey Quesnelle, Honglu Fan, and Enrico Shippole
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:33.671041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8f3ef5d9-7cf8-43d8-a24c-eb8fba4d06a9 · outbound
This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs Jailbreaking Black Box Large Language Models in Twenty Queries
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:12:26.650846Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6cb532b-54aa-40a2-911a-afb5656e6b28 · outbound
This paper cites InProceedings of the 62nd Annual Meeting of the Association for Compu- tational Linguistics (Volume 1: Long Papers), pages 10542–10560, Bangkok, Thailand.
What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs InProceedings of the 62nd Annual Meeting of the Association for Compu- tational Linguistics (Volume 1: Long Papers), pages 10542–10560, Bangkok, Thailand
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:12:33.884477Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
Observation 0f6598de-3a59-4cf8-b9bb-03be1adac746 · inbound
Mitigating Many-shot Jailbreak Attacks with One Single Demonstration cites this paper.
Mitigating Many-shot Jailbreak Attacks with One Single Demonstration What Really Matters in Many-Shot Attacks? An Empirical Study of Long-Context Vulnerabilities in LLMs
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:51:15.057213Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.