Paper Citation Record · LEDGER

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents

As of 9 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 2 inbound Pith citation observations for arXiv:2510.04491.

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

pith.paper-citation-record.v1
2510.04491 v3

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:31:26.029643Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T20:25:44.506692Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T20:28:55.143820Z

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation be79db08-d8cc-4fec-9549-f5584db8481e · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:24.663375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e70163f5-9a2a-48a4-85ef-ce19f03933b8 · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:24.727874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d08c6506-57c3-4a5b-adbd-65819a5e6ad6 · outbound

This paper cites •Confusion:not understanding, repeated clarifying stance, unresolved mix-ups.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents •Confusion:not understanding, repeated clarifying stance, unresolved mix-ups

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:24.809306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71330326-b21d-4672-99bc-15d515ba55d7 · outbound

This paper cites •Confusion:not understanding, repeated clarifying stance, unresolved mix-ups.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents •Confusion:not understanding, repeated clarifying stance, unresolved mix-ups

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.146637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c8ed386-5852-4d5c-b50c-a28b779d1c1c · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:24.875220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11f67eeb-62e4-441f-a061-9936a09205d4 · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.062401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4303c6ac-eaf6-486f-af61-c1511e09f152 · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.235021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98e04c2b-5b41-4dd9-badd-8fc29359c0b2 · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.301985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab67964a-45e5-4d3b-969c-7b5a7c7fe648 · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.346578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db1d21c9-df32-48cc-96d1-c88b44b0f0c8 · outbound

This paper cites impatience.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents impatience

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.409708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95467324-67f1-46a4-9ab9-5af5aa7eb6b3 · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.488305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e9be128-24e4-4d57-b858-34151bbba04e · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.575430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af04bba-3270-46ff-bd11-bdb4fa6808d7 · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.661074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c84b7b6d-4da7-46d5-8196-8187c93f83fa · outbound

This paper cites an unresolved cited work.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:25.829380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f69988c7-30dd-45e3-9b0d-de6400a3c12e · outbound

This paper cites "") context_bot_template = Template(.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents "") context_bot_template = Template(

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:26.029643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2d741c2-0fa2-4e5c-a3c4-086ab17086ed · outbound

This paper cites MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers.

Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T11:31:24.596899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ee77e4e8-47aa-4c85-be2a-f1b5f6bfe79f · inbound

Beyond Cooperative Simulators: Generating Realistic User Personas for Robust Evaluation of LLM Agents cites this paper.

Beyond Cooperative Simulators: Generating Realistic User Personas for Robust Evaluation of LLM Agents Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-10T02:10:32.659849Z

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 f7cf2efe-f801-422b-af76-74c5f3db2468 · inbound

When Should Service Agents Reconsider? Difficulty-Routed Control in Customer-Service Operations cites this paper.

When Should Service Agents Reconsider? Difficulty-Routed Control in Customer-Service Operations Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-03T20:28:55.145188Z

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.