Paper Citation Record · LEDGER

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations

As of 19 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2607.26060.

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

pith.paper-citation-record.v1
2607.26060 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:55:32.518167Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact1
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ffea5825-ac35-4f4a-a2a7-fdeacbb4b53f · outbound

This paper cites doi: 10.18653/v1/2023.emnlp-main.153.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations doi: 10.18653/v1/2023.emnlp-main.153

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.519512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 311e41ee-aee0-4d8a-9306-4f8fa5ed5ca4 · outbound

This paper cites URLhttps://aclanthology.org/2024.lrec-main.481/.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations URLhttps://aclanthology.org/2024.lrec-main.481/

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.599888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bce8850-322c-429c-b60d-ba38e6d4932c · outbound

This paper cites Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.985888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bf0e42d-5745-4115-aceb-7972976033bb · outbound

This paper cites Is cosine-similarity of embeddings really about similarity? InCompanion Proceedings of the ACM Web Conference 2024, pp.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Is cosine-similarity of embeddings really about similarity? InCompanion Proceedings of the ACM Web Conference 2024, pp

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:32.186640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 884da5e6-93ff-4267-ba07-ac72de6f6f39 · outbound

This paper cites Marilyn A.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Marilyn A

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:32.267854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a277544-622d-40ca-8ca7-7e3c269e6e9b · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:32.434194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68f8979c-dfe1-4eb4-857f-9395cd841110 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:32.518167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a104188e-b938-45d7-ac7f-bc2c1e009627 · outbound

This paper cites doi: 10.3115/976909.979652.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations doi: 10.3115/976909.979652

Reference 1997

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:32.347512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b468aacb-15ee-451b-b5ab-f21f1aacfbfc · outbound

This paper cites Janet McColl-Kennedy, Paul Patterson, Amy Smith, and Michael Brady.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Janet McColl-Kennedy, Paul Patterson, Amy Smith, and Michael Brady

Reference 2002

Resolution: verified exact; doi, observed 2026-08-02T13:59:14.914488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5dc5c0f5-f3b1-47fd-8561-233827339a9c · outbound

This paper cites URLhttps://aclanthology.org/N07-2038/.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations URLhttps://aclanthology.org/N07-2038/

Reference 2007

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:32.103038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b5a65b-7956-42d5-be77-f0e55f79eeb9 · outbound

This paper cites Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu

Reference 2009

Resolution: malformed identifier; no resolver link, observed 2026-08-02T13:55:31.778500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc3818b5-8cbc-43af-98d5-ade6472410b9 · outbound

This paper cites URLhttps://link.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations URLhttps://link

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.235227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8dd2cce-6931-461c-8a9e-0333a1a2f475 · outbound

This paper cites Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.902296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad64fa79-aa6c-40af-9244-ff844e4d43aa · outbound

This paper cites User Simulation with Large Language Models for Evaluating Task-Oriented Dialogue.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations User Simulation with Large Language Models for Evaluating Task-Oriented Dialogue

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.198706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb253937-1ecc-462f-a236-731179dac114 · outbound

This paper cites How personality traits shape LLM risk-taking behaviour.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations How personality traits shape LLM risk-taking behaviour

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.315320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 336c0f40-e103-4e2c-8a93-71b9a9439d43 · outbound

This paper cites ISBN 979-8-89176-256-5.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations ISBN 979-8-89176-256-5

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.430200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f77bf147-ad07-421a-b482-7dfe069438d4 · outbound

This paper cites Red teaming language models with language models.

Large-Scale ChatBot Validation Through Customer Digital Twin Simulations Red teaming language models with language models

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T13:55:31.841046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.