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Paper Citation Record · LEDGER

A Computational Framework for Behavioral Assessment of LLM Therapists

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2401.00820.

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

pith.paper-citation-record.v1
2401.00820 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 2026-08-22T06:32:14.747728+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:45:20.937346Z

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

18
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 209842b9-b1a3-46ff-9422-76c380314c92 · inbound

PSYCHE: A Multi-faceted Patient Simulation Framework for Evaluation of Psychiatric Assessment Conversational Agents cites this paper.

PSYCHE: A Multi-faceted Patient Simulation Framework for Evaluation of Psychiatric Assessment Conversational Agents A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-10T22:30:09.408191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:30:09.408191Z digest=sha256:da519c253fa34d76baab92249c0498acc0f6a06cd68a27874087e22cfe43875b

Observation bdc98c4a-d0d7-4d99-beea-b760bc0f840a · inbound

AutoCBT: An Autonomous Multi-agent Framework for Cognitive Behavioral Therapy in Psychological Counseling cites this paper.

AutoCBT: An Autonomous Multi-agent Framework for Cognitive Behavioral Therapy in Psychological Counseling A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T20:07:43.420277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:07:43.420277Z digest=sha256:d504940823d7abb1eefbc70a856a97349ae2d84e2dc4cf375c7efb6d50b6815e

Observation ca73452c-f4c2-4859-9702-62917f0499e9 · inbound

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration cites this paper.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-09T11:06:02.001212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:06:02.001212Z digest=sha256:03e0cc357bd93829ca30de91915fb8ca35baa44d0071686177ababe29a4016c2

Observation b6927c8b-0849-41d3-8b8a-8ea294f0ee50 · inbound

Multimodal Cognitive Reframing Therapy via Multi-hop Psychotherapeutic Reasoning cites this paper.

Multimodal Cognitive Reframing Therapy via Multi-hop Psychotherapeutic Reasoning A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-08T19:14:45.375892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T19:14:45.375892Z digest=sha256:961a7f6ecf3b05820e95eeaf31659fd231423f57c23585682d6ecf3225c32de1

Observation e451d5bf-41f8-42b6-b0b4-37c2f5248360 · inbound

Examining Spanish Counseling with MIDAS: a Motivational Interviewing Dataset in Spanish cites this paper.

Examining Spanish Counseling with MIDAS: a Motivational Interviewing Dataset in Spanish A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T05:04:08.004917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T05:04:08.004917Z digest=sha256:62cc9e35bb28a01df963475563ae8b4904b4aafb3da77f147c81215d28747329

Observation 3ebd04cd-71af-4125-8897-e8669dc2c4a7 · inbound

AI with Emotions: Exploring Emotional Expressions in Large Language Models cites this paper.

AI with Emotions: Exploring Emotional Expressions in Large Language Models A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-16T11:45:20.937346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T11:45:20.937346Z digest=sha256:adc7ccd5ea2bd72867cd4b660619d18b972729f6d1b1f7f4578725ac7fdadbd8

Observation e31316b7-e495-4db9-902e-df5ab5939092 · inbound

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers cites this paper.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T10:21:35.018663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.018663Z digest=sha256:1e76ea1db018daa8633ce59e52e8f7c6dd837263e9de404a20a624e0ea682514

Observation ec26a8f6-6f1a-4d61-9495-670aaa2bcca1 · inbound

"Is This Really a Human Peer Supporter?": Misalignments Between Peer Supporters and Experts in LLM-Supported Interactions cites this paper.

"Is This Really a Human Peer Supporter?": Misalignments Between Peer Supporters and Experts in LLM-Supported Interactions A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-19T10:33:02.581483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-19T10:32:46.805726Z digest=sha256:661ccb4dd70846de029d2f4be0df5361dcb4ca3eba6a231848a18d06e264a631

Observation 7026ae33-1d57-46bf-93e5-d3a157a2f9bf · inbound

"Is This Really a Human Peer Supporter?": Misalignments Between Peer Supporters and Experts in LLM-Supported Interactions cites this paper.

"Is This Really a Human Peer Supporter?": Misalignments Between Peer Supporters and Experts in LLM-Supported Interactions A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T04:54:26.675906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:54:26.675906Z digest=sha256:857fc8c11af7885f32b61adb88bc9257223dedcfed9c8d77e13853a757f260d9

Observation 1134a8d7-8e1e-4e2f-bbbb-f63a23c0444a · inbound

Effect of Static vs. Conversational AI-Generated Messages on Colorectal Cancer Screening Intent: a Randomized Controlled Trial cites this paper.

Effect of Static vs. Conversational AI-Generated Messages on Colorectal Cancer Screening Intent: a Randomized Controlled Trial A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T18:29:07.431525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:29:07.431525Z digest=sha256:c8005c2c785788e859bd56623bcc3fb311e03c17e972fb9a8574de1085a034dc

Observation 3399df93-b36d-4d51-a8a9-8a73ad7271f1 · inbound

Visually grounded emotion regulation via diffusion models and user-driven reappraisal cites this paper.

Visually grounded emotion regulation via diffusion models and user-driven reappraisal A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:33.847921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:33.847921Z digest=sha256:e7b4b055499a91b77e8f7afed018141d0dfc7b7a6fef3b189dbaaee63baacd10

Observation 6af21d59-5057-49cd-9038-1c192e36423f · inbound

Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses cites this paper.

Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-05T23:40:02.848773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:40:02.848773Z digest=sha256:87a5952360882ccd9a8d41bff955e23a49ee4fd5096ade6fba279acbbc1e5548

Observation 5952f057-0ac9-48e7-ac33-c3692cd11a60 · inbound

DiaCBT: A Long-Periodic Dialogue Corpus Guided by Cognitive Conceptualization Diagram for CBT-based Psychological Counseling cites this paper.

DiaCBT: A Long-Periodic Dialogue Corpus Guided by Cognitive Conceptualization Diagram for CBT-based Psychological Counseling A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T11:16:13.866212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T11:16:13.866212Z digest=sha256:4843294934ca977927447fad3d2b619ad52d1f6c87030f07d2b4a50f75176e0a

Observation 849c67b7-9266-4733-b9aa-fbd0f4c6c464 · inbound

Behavioral Fingerprinting of Large Language Models cites this paper.

Behavioral Fingerprinting of Large Language Models A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T12:04:09.417454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:04:09.417454Z digest=sha256:27ebfe96be7310e5221df1ee07525a1b7e5959dd54c180f4eeb8f1c0f813c524

Observation 0df35ce4-12bf-4da2-8418-e7e5209d5115 · inbound

Breakdowns in Conversational AI: Interactional Failures in Emotionally and Ethically Sensitive Contexts cites this paper.

Breakdowns in Conversational AI: Interactional Failures in Emotionally and Ethically Sensitive Contexts A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-13T19:48:11.338440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-13T19:46:56.456625Z digest=sha256:b2b527097bb9bc399ec02963601087022e29cfe31bcba9be9d11607f60c4c66c

Observation 9981e767-4968-499d-a07c-60899168b50a · inbound

Computational Hermeneutics: Evaluating generative AI as a cultural technology cites this paper.

Computational Hermeneutics: Evaluating generative AI as a cultural technology A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-13T23:48:27.229292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-13T23:48:24.354896Z digest=sha256:4c625db8c2f7a366538bb26b6199a425c257c6e732ef156c1cec4ff56a7a6127

Observation 8614c63b-79a9-4adf-b020-6dbfd83dc525 · inbound

When Support Escalates Distress: Regulation and Escalation in LLM Responses to Venting and Advice-Seeking cites this paper.

When Support Escalates Distress: Regulation and Escalation in LLM Responses to Venting and Advice-Seeking A Computational Framework for Behavioral Assessment of LLM Therapists

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-22T09:34:46.424633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-22T09:31:30.187778Z digest=sha256:f85bda8a94ea8373196a81020522caf577a3ec0ecde0f0e73116d60d37d9b27f