Paper Citation Record · LEDGER

Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

As of 23 July 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2503.20749.

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

pith.paper-citation-record.v1
2503.20749 v8

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-22T06:31:00.163083+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T06:47:40.850966Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T22:16:36.504523Z

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 3b619ddd-8128-43e0-938b-149c7e7e55af · inbound

Model-Free Assessment of Simulator Fidelity via Quantile Curves cites this paper.

Model-Free Assessment of Simulator Fidelity via Quantile Curves Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-17T00:58:46.631517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation b1d86f43-d370-43d8-a4a2-0e9c6f3b929a · inbound

Imperfectly Cooperative Human-AI Interactions: Comparing the Impacts of Human and AI Attributes in Simulated and User Studies cites this paper.

Imperfectly Cooperative Human-AI Interactions: Comparing the Impacts of Human and AI Attributes in Simulated and User Studies Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-05-10T09:43:49.262831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 45d8a7c3-2e3f-4f88-9572-7ffd8fa11e76 · inbound

SimPersona: Learning Discrete Buyer Personas from Raw Clickstreams for Grounded E-Commerce Agents cites this paper.

SimPersona: Learning Discrete Buyer Personas from Raw Clickstreams for Grounded E-Commerce Agents Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-15T02:58:34.412132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 8a1be4f1-0154-4a7c-9b89-f1ecb83e7f92 · inbound

SimPersona: Learning Discrete Buyer Personas from Raw Clickstreams for Grounded E-Commerce Agents cites this paper.

SimPersona: Learning Discrete Buyer Personas from Raw Clickstreams for Grounded E-Commerce Agents Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-19T17:22:41.871429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation a37d4659-8552-4300-9b82-32db1fc2e50a · inbound

ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents cites this paper.

ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-20T17:58:49.727794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation fc2361f3-6baf-42f0-9197-9a5895706f52 · inbound

Simulating Human Memory with Language Models cites this paper.

Simulating Human Memory with Language Models Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 62

Resolution: verified exact; local_arxiv, observed 2026-06-29T22:04:00.223546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 09385335-fcb9-442e-a321-b67c142631ae · inbound

Recon: Reconstruction-Guided Reasoning Synthesis for User Modeling cites this paper.

Recon: Reconstruction-Guided Reasoning Synthesis for User Modeling Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:53:51.196210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation a9a7e6ff-b105-4c00-8538-12283133779b · inbound

Beyond Averages: Evaluating LLMs on Human Survey Replication at the Distributional Level cites this paper.

Beyond Averages: Evaluating LLMs on Human Survey Replication at the Distributional Level Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T00:47:29.833802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation e7369e6b-d177-43c1-a9bd-39ce02114edf · inbound

Iterating Toward Better Search: A Two-Agent Simulation Framework for Evaluating Agentic Search Architectures in E-Commerce cites this paper.

Iterating Toward Better Search: A Two-Agent Simulation Framework for Evaluating Agentic Search Architectures in E-Commerce Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T14:18:23.050676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation bcd9dea8-05da-441f-8069-c41fdf18c182 · inbound

Large Behavior Model: A Promptable Digital Twin of the Retail Customer cites this paper.

Large Behavior Model: A Promptable Digital Twin of the Retail Customer Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-07-09T22:16:36.506941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 431490fb-b0c9-42e9-8295-bdda14124c11 · inbound

Large Behavior Model: A Promptable Digital Twin of the Retail Customer cites this paper.

Large Behavior Model: A Promptable Digital Twin of the Retail Customer Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T06:47:40.850966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.