Paper Citation Record · LEDGER

Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2410.09102.

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

pith.paper-citation-record.v1
2410.09102 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 2026-08-19T06:32:44.657259+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:43:52.295366Z

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

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fbe276cd-bc22-4a66-a1cd-42eccb588a63 · inbound

The Task Shield: Enforcing Task Alignment to Defend Against Indirect Prompt Injection in LLM Agents cites this paper.

The Task Shield: Enforcing Task Alignment to Defend Against Indirect Prompt Injection in LLM Agents Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T10:24:27.030118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 481d788a-fe9a-45f2-a03f-21a91e6b84d9 · inbound

The Illusion of Role Separation: Hidden Shortcuts in LLM Role Learning (and How to Fix Them) cites this paper.

The Illusion of Role Separation: Hidden Shortcuts in LLM Role Learning (and How to Fix Them) Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-16T04:43:52.295366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ea2d904-7305-4cf5-8e7a-d53f4d7d14d7 · inbound

A Critical Evaluation of Defenses against Prompt Injection Attacks cites this paper.

A Critical Evaluation of Defenses against Prompt Injection Attacks Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:36:12.537550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05f9853d-b4de-4d12-9813-4b3f85895b2f · inbound

Simple Prompt Injection Attacks Can Leak Personal Data Observed by LLM Agents During Task Execution cites this paper.

Simple Prompt Injection Attacks Can Leak Personal Data Observed by LLM Agents During Task Execution Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T11:59:26.813985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 801daeeb-141b-498e-8cb4-1a6a8f010be0 · inbound

Defending Against Prompt Injection With a Few DefensiveTokens cites this paper.

Defending Against Prompt Injection With a Few DefensiveTokens Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T18:32:43.260092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faa0ba00-caa6-4f0c-83ee-99ee1c392095 · inbound

Reasoning Up the Instruction Ladder for Controllable Language Models cites this paper.

Reasoning Up the Instruction Ladder for Controllable Language Models Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T07:07:56.296153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a09bb372-3df4-4981-af61-d5a49d7740d7 · inbound

Security Considerations for Artificial Intelligence Agents cites this paper.

Security Considerations for Artificial Intelligence Agents Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-15T12:40:00.282141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 42116e61-e1da-47a2-8259-01afb12c51e8 · inbound

Prompt Injection as Role Confusion cites this paper.

Prompt Injection as Role Confusion Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 1060

Resolution: malformed identifier; no resolver link, observed 2026-08-02T21:46:13.118277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0ad9bd2-4454-4b1e-a3dd-41fc3c114296 · inbound

Many-Tier Instruction Hierarchy in LLM Agents cites this paper.

Many-Tier Instruction Hierarchy in LLM Agents Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:16:01.990715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8e977c81-7daa-420b-be53-23e604b26092 · inbound

The Granularity Mismatch in Agent Security: Argument-Level Provenance Solves Enforcement and Isolates the LLM Reasoning Bottleneck cites this paper.

The Granularity Mismatch in Agent Security: Argument-Level Provenance Solves Enforcement and Isolates the LLM Reasoning Bottleneck Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:32:02.923983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 631fd439-766a-4a8d-a9b3-cb43612b4fbe · inbound

Agent Security is a Systems Problem cites this paper.

Agent Security is a Systems Problem Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-20T09:03:09.836347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f74e7824-c3ed-417d-b32b-62f69ddd089b · inbound

Agent Security is a Systems Problem cites this paper.

Agent Security is a Systems Problem Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:44:02.917307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4c2834df-4149-4d1a-b7df-83716ea38a4a · inbound

LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems cites this paper.

LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:16:24.428394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cecd6181-85a9-455b-a630-d3d62fb60e05 · inbound

Assessing Automated Prompt Injection Attacks in Agentic Environments cites this paper.

Assessing Automated Prompt Injection Attacks in Agentic Environments Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-07-03T06:17:41.878883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2b4c1b22-58ab-4aed-ab0b-d659dd4d0cea · inbound

Security--Fidelity Tradeoffs: The Hidden Cost of Prompt Injection Defense cites this paper.

Security--Fidelity Tradeoffs: The Hidden Cost of Prompt Injection Defense Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-07-01T01:45:13.831190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 52fa99b5-9bc7-4316-bffb-7805170cfdde · inbound

Language Shapes Instruction Hierarchy Compliance in Multilingual LLMs cites this paper.

Language Shapes Instruction Hierarchy Compliance in Multilingual LLMs Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-30T19:44:50.695108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43fbe682-5dd9-4eea-9218-0ed9431fa3b7 · inbound

IH-Benchmark: A Conflict-Centered Benchmark for Instruction-Hierarchy Robustness in LLM Applications cites this paper.

IH-Benchmark: A Conflict-Centered Benchmark for Instruction-Hierarchy Robustness in LLM Applications Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T00:59:07.912538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.