Paper Citation Record · LEDGER

Demystifying Prompts in Language Models via Perplexity Estimation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2212.04037.

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

pith.paper-citation-record.v1
2212.04037 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:59:38.244178Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:59:45.002855Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fa491dbd-8986-483e-8de1-53b530d9f23e · inbound

Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting cites this paper.

Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting Demystifying Prompts in Language Models via Perplexity Estimation

Reference 66

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T01:59:51.403617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b363b654-5d11-4767-ab56-ffb7ec8526d7 · inbound

CoTSRF: Utilize Chain of Thought as Stealthy and Robust Fingerprint of Large Language Models cites this paper.

CoTSRF: Utilize Chain of Thought as Stealthy and Robust Fingerprint of Large Language Models Demystifying Prompts in Language Models via Perplexity Estimation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:59:38.244178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 973ecd88-25c3-48d8-bd5d-3f1d2c4e56b4 · inbound

Through the Stealth Lens: Attention-Aware Defenses Against Poisoning in RAG cites this paper.

Through the Stealth Lens: Attention-Aware Defenses Against Poisoning in RAG Demystifying Prompts in Language Models via Perplexity Estimation

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:15:34.132065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c0996a94-20ab-416e-bf13-3c7d4809bebc · inbound

Low-Perplexity LLM-Generated Sequences and Where To Find Them cites this paper.

Low-Perplexity LLM-Generated Sequences and Where To Find Them Demystifying Prompts in Language Models via Perplexity Estimation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:44:59.061295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e677df19-40c9-4493-a1a5-ae63223a43ca · inbound

Optimus: A Robust Defense Framework for Mitigating Toxicity while Fine-Tuning Conversational AI cites this paper.

Optimus: A Robust Defense Framework for Mitigating Toxicity while Fine-Tuning Conversational AI Demystifying Prompts in Language Models via Perplexity Estimation

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-22T12:21:31.178964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1464b78d-3bcb-46c2-993a-bcfe979dc1b1 · inbound

Unveiling Effective In-Context Configurations for Image Captioning: An External & Internal Analysis cites this paper.

Unveiling Effective In-Context Configurations for Image Captioning: An External & Internal Analysis Demystifying Prompts in Language Models via Perplexity Estimation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T19:21:13.301322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022ea7e1-57c9-406b-b3b9-d06691611424 · inbound

How Important is `Perfect' English for Machine Translation Prompts? cites this paper.

How Important is `Perfect' English for Machine Translation Prompts? Demystifying Prompts in Language Models via Perplexity Estimation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T17:56:59.267584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cc7940e-03c1-4de9-9134-c38381fea81f · inbound

Large Language Models in Cybersecurity: Applications, Vulnerabilities, and Defense Techniques cites this paper.

Large Language Models in Cybersecurity: Applications, Vulnerabilities, and Defense Techniques Demystifying Prompts in Language Models via Perplexity Estimation

Reference 195

Resolution: unresolved; no resolver link, observed 2026-08-06T16:24:30.557566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ddd3a27-8f74-448f-a245-d26af26970d0 · inbound

DICE: Dynamic In-Context Example Selection in LLM Agents via Efficient Knowledge Transfer cites this paper.

DICE: Dynamic In-Context Example Selection in LLM Agents via Efficient Knowledge Transfer Demystifying Prompts in Language Models via Perplexity Estimation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T10:43:45.719310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fff2e03-5f19-446d-8d9d-055967915801 · inbound

Practical, Generalizable and Robust Backdoor Attacks on Text-to-Image Diffusion Models cites this paper.

Practical, Generalizable and Robust Backdoor Attacks on Text-to-Image Diffusion Models Demystifying Prompts in Language Models via Perplexity Estimation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T05:32:12.205549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6e4c22f-6fcb-4a2d-b31b-6abcaf20cb44 · inbound

DisarmRAG: Stealthy Retriever-Centric Poisoning to Disable Self-Correction in Retrieval-Augmented Generation (Extended Version) cites this paper.

DisarmRAG: Stealthy Retriever-Centric Poisoning to Disable Self-Correction in Retrieval-Augmented Generation (Extended Version) Demystifying Prompts in Language Models via Perplexity Estimation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T15:18:31.533223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98b8de10-f98f-4fd3-a1e8-976a8184df6a · inbound

When Compression Becomes an Attack Surface: Black-Box Attacks on Prompt-Compressed LLM Agents cites this paper.

When Compression Becomes an Attack Surface: Black-Box Attacks on Prompt-Compressed LLM Agents Demystifying Prompts in Language Models via Perplexity Estimation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T08:06:10.414127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aed7c814-562a-4573-9efc-8265289b64b0 · inbound

SnapAudit: Active Auditing of Differentially Private In-Context Learning via Snapshot-Based Simulation cites this paper.

SnapAudit: Active Auditing of Differentially Private In-Context Learning via Snapshot-Based Simulation Demystifying Prompts in Language Models via Perplexity Estimation

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:22:09.003824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e930568-0cf5-4606-a277-78d728a2bc79 · inbound

From Competition to Collaboration: Designing Sustainable Mechanisms Between LLMs and Online Forums cites this paper.

From Competition to Collaboration: Designing Sustainable Mechanisms Between LLMs and Online Forums Demystifying Prompts in Language Models via Perplexity Estimation

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T07:47:33.212432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6de3def1-7496-478b-ace9-595ccd6f2632 · inbound

Linking Extreme Discourse to Structural Polarization in Signed Interaction Networks cites this paper.

Linking Extreme Discourse to Structural Polarization in Signed Interaction Networks Demystifying Prompts in Language Models via Perplexity Estimation

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T19:17:49.942420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8e693294-61f2-4adb-a974-ec05af4acfc9 · inbound

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning cites this paper.

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning Demystifying Prompts in Language Models via Perplexity Estimation

Reference 187

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T09:59:45.004274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 210b8a92-797e-4b9d-ad08-875d4c03c995 · inbound

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning cites this paper.

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning Demystifying Prompts in Language Models via Perplexity Estimation

Reference 186

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T18:55:59.646841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.