Paper Citation Record · LEDGER

A clinically validated framework for auditing AI chatbot behavior in mental health interactions

As of 9 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 5 inbound Pith citation observations for arXiv:2602.01347.

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

pith.paper-citation-record.v1
2602.01347 v3

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T06:18:37.153402Z

measured 62 of 62 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:48:39.306132Z

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

57 of 57 outbound references displayed

verified exact4
verified fuzzy0
unresolved53
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 3fd346dd-5396-4005-a1e5-5ac754dc4ade · outbound

This paper cites Mental Health Atlas 2024.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Mental Health Atlas 2024

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:30.493967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7630591e-22f2-4863-a012-86a05c106c92 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:30.574932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d1164b8-98a4-49fd-b481-11411e3c6f11 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:30.711519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62626195-442b-4b48-a96a-3311412eeb97 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:30.870362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53ec1e3-019c-442f-b2b1-a6ecdbd71eff · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.056872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f265da7-7e18-41a2-9b71-214a9a8586f2 · outbound

This paper cites Strengthening ChatGPT’s responses in sensitive conversations.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Strengthening ChatGPT’s responses in sensitive conversations

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.177030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d732c7c6-7058-47c9-a6a2-51c626c0e293 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.271838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e5c3130-1434-43a7-84d5-3e62b0239d14 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.386935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df1d0904-f823-47db-8a54-6cb4ffa9cfdf · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.543024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48e0c49a-bc61-4acb-a172-ed6a120c40f3 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.681192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99de20b7-a90e-46aa-86e4-da91a8d64a30 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.803747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c442b07a-ffa8-4d6d-9af4-33fe923d6b88 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:31.937257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c2229eb-95af-4623-ab71-56f374796441 · outbound

This paper cites Risks from Language Models for Automated Mental Healthcare: Ethics and Structure for Implementation.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Risks from Language Models for Automated Mental Healthcare: Ethics and Structure for Implementation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-04T06:24:09.286479Z

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 6bcf2eda-4d91-48d3-8837-bb76595ffb22 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-04T06:24:09.059186Z

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 18a7c6d2-0a76-461e-94e0-f8aa9680c182 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.126157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e98c821-28fe-459f-9b47-cb002fa25fc6 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.190383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4f84c0b-4f15-4037-b98b-517bb48ebe2f · outbound

This paper cites How AI and Human Behaviors Shape Psychosocial Effects of Extended Chatbot Use: A Longitudinal Randomized Controlled Study.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions How AI and Human Behaviors Shape Psychosocial Effects of Extended Chatbot Use: A Longitudinal Randomized Controlled Study

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.279126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbc6bb7d-1bac-4af2-95d5-700afdabca8f · outbound

This paper cites Investigating Affective Use and Emotional Well-being on ChatGPT.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Investigating Affective Use and Emotional Well-being on ChatGPT

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.386340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 966ab4c9-c294-4f69-b4f7-6d4cc9c764f2 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.505871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62fa1b7d-7bd7-48ea-8502-791ef2e0b8ae · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.549200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0459f0da-9090-4813-a1e8-f43dda18c990 · outbound

This paper cites Protecting the well-being of our users.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Protecting the well-being of our users

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.618724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab7f8c92-4851-47d5-8778-4e160570afa1 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.694990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c10ce84-eba4-4729-a33c-5a76c8d1c935 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.784730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 737e68fa-6453-4a18-a8f7-b9d1514fe6c6 · outbound

This paper cites VERA-MH Concept Paper.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions VERA-MH Concept Paper

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:32.981835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef9898e-35c2-434b-ab01-90b2e012b840 · outbound

This paper cites Between Help and Harm: An Evaluation of Mental Health Crisis Handling by LLMs.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Between Help and Harm: An Evaluation of Mental Health Crisis Handling by LLMs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.175584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11f3544d-c942-48fc-8a5b-b1d84ec7e563 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.242381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff3b25de-f12d-4a69-a54d-65a2f78c57f9 · outbound

This paper cites CounselBench: A Large-Scale Expert Evaluation and Adversarial Benchmarking of Large Language Models in Mental Health Question Answering.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions CounselBench: A Large-Scale Expert Evaluation and Adversarial Benchmarking of Large Language Models in Mental Health Question Answering

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.311134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec864041-279a-44bf-9bae-56fba6f2019d · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.444881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55441ac3-4882-4c04-8c78-8f2ff01ef34c · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.533758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29e78ec6-1d22-4504-9ce4-8d73a7ddc0d6 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.632088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b64418c2-b345-4882-914c-e2b70fffa1bc · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.725820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b8eb52-a41e-43cb-8df7-302dbe7d10e9 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:33.846691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65a2f54d-5ff7-4517-be57-15270ee20650 · outbound

This paper cites EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.004145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75148012-22b8-42d4-a05e-82b30164adb8 · outbound

This paper cites CPsyCoun: A Report-based Multi-turn Dialogue Reconstruction and Evaluation Framework for Chinese Psychological Counseling.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions CPsyCoun: A Report-based Multi-turn Dialogue Reconstruction and Evaluation Framework for Chinese Psychological Counseling

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.148387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b9fe851-a68b-4f96-97d5-9b96ad6ced3d · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.281125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05887391-d557-459a-a61b-28e36990f68d · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.392756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7c0ed43-d39e-4266-8f3e-8bc01e124235 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.528526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c197d7a5-3037-42c6-9d50-470c5935e955 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.670351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2006f44-d1bd-464b-8f0d-17c06766fbbe · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.803203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68ee0ac2-877e-4913-913b-d5cacc2c8828 · outbound

This paper cites Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:34.918499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c27479b7-1f34-447c-a1cf-cf9767f027e5 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:35.049849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13f46ac-3061-475c-9f6c-73d5efedbd61 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:35.233170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 211179b0-2ae4-47f0-84f9-278d51122d74 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:35.376840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3e89a78-e2e9-4e04-85d6-bc981c87a79e · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:35.507805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b22d90d-a721-4aee-8ced-d5ac475fdea6 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:35.654566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49855ea0-2710-4f1a-8a3b-8509e835cfca · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:35.781078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab8cd748-61fe-4f73-a8c7-381fca44ed0d · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:35.881894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46f79513-fba0-4c70-812e-63ce8b4ce3d5 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:36.056701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 585f6afd-fd43-4114-ad10-4315eda55acb · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:36.153443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc705c87-6f79-41c0-83e0-0e11817f9c46 · outbound

This paper cites LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:36.294921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7142deb1-a890-4e22-b266-3e35c59779f3 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:36.405139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d0b1c51-7640-47ed-8ebb-1edfdbcef0ca · outbound

This paper cites AI Chatbot Suicide Risk Detection and Response: Human Validation Study of the Open-Source VERA-MH Safety Evaluation.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions AI Chatbot Suicide Risk Detection and Response: Human Validation Study of the Open-Source VERA-MH Safety Evaluation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:36.467874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ef5e1df-b6ea-4e10-aba3-48ff67f61755 · outbound

This paper cites an unresolved cited work.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:36.623953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 943abad7-71be-4572-93b8-08fa95aa28ea · outbound

This paper cites Large language models can segment narrative events similarly to humans.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Large language models can segment narrative events similarly to humans

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-08-04T06:24:08.542830Z

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 b482c4bc-182e-4f88-ac1d-f7eb0691517b · outbound

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

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:36.946972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbe1f9fb-0064-43c8-a9c9-cda0b85e7488 · outbound

This paper cites Preference Learning Unlocks LLMs' Psycho-Counseling Skills.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Preference Learning Unlocks LLMs' Psycho-Counseling Skills

Reference 56

Resolution: verified exact; local_arxiv, observed 2026-08-04T06:24:08.371059Z

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 33624d43-0ad1-476a-b716-570e6c7261f5 · outbound

This paper cites Inspect AI: Framework for Large Language Model Evaluations.

A clinically validated framework for auditing AI chatbot behavior in mental health interactions Inspect AI: Framework for Large Language Model Evaluations

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-04T06:18:37.153402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bc56af13-eb43-465a-bfad-dc2d306922b9 · inbound

One-shot emergency psychiatric triage across 15 frontier AI chatbots cites this paper.

One-shot emergency psychiatric triage across 15 frontier AI chatbots A clinically validated framework for auditing AI chatbot behavior in mental health interactions

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-08-04T02:40:03.327209Z

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 9bd18058-9252-4e2f-86b7-fb227abaa691 · inbound

A paradox of AI fluency cites this paper.

A paradox of AI fluency A clinically validated framework for auditing AI chatbot behavior in mental health interactions

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-08-04T02:40:03.327209Z

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 f7292e01-09d4-4cc9-bc2d-b7a6b2e20688 · inbound

Engagement-Optimized Care: When LLMs become Mental Health Infrastructure cites this paper.

Engagement-Optimized Care: When LLMs become Mental Health Infrastructure A clinically validated framework for auditing AI chatbot behavior in mental health interactions

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-08-04T02:40:03.327209Z

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 cd1129d9-1b19-47a3-ba88-217587ba3458 · inbound

Alignment Plausibility: A New Standard for Assuring AI in Healthcare cites this paper.

Alignment Plausibility: A New Standard for Assuring AI in Healthcare A clinically validated framework for auditing AI chatbot behavior in mental health interactions

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-08-04T02:40:03.327209Z

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.

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DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbots cites this paper.

DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbots A clinically validated framework for auditing AI chatbot behavior in mental health interactions

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