Paper Citation Record · LEDGER

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration

As of 10 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2502.02807.

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

pith.paper-citation-record.v1
2502.02807 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:06:02.094865Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T02:57:37.873567Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T02:57:38.574542Z

Reference resolution

18 of 18 outbound references displayed

verified exact0
verified fuzzy9
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3ba02858-f47a-40a9-8eeb-2eacfba6febd · outbound

This paper cites In Pro- ceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 11642– 11657.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration In Pro- ceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 11642– 11657

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.421370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ee1cd218-b3ac-4832-a840-37e7491dcdb6 · outbound

This paper cites Consider starting with small, manageable changes like taking a short walk daily.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Consider starting with small, manageable changes like taking a short walk daily

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.291802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7785bb0a-d99f-4d24-a361-89b357b9f79b · outbound

This paper cites Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-08-09T11:06:02.245032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1382b44-4da8-47d2-af99-677305119dd0 · outbound

This paper cites Large Language Model Alignment: A Survey.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Large Language Model Alignment: A Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:02.023385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b970cbaa-500d-4ebd-a5a3-d9747bc0fa40 · outbound

This paper cites Virtual Agents for Alcohol Use Counseling: Exploring LLM-Powered Motivational Interviewing.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Virtual Agents for Alcohol Use Counseling: Exploring LLM-Powered Motivational Interviewing

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-09T11:06:02.206584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f3a89a0e-e7ce-45a2-8fd3-8acd10e020d8 · outbound

This paper cites Rethinking the Alignment of Psychotherapy Dialogue Generation with Motivational Interviewing Strategies.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Rethinking the Alignment of Psychotherapy Dialogue Generation with Motivational Interviewing Strategies

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:02.035556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db0bdec6-09f1-4517-9497-a63932bd0da5 · outbound

This paper cites Towards Conversational Diagnostic AI.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Towards Conversational Diagnostic AI

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:02.041972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50cdaa01-130d-43c4-b5a5-e670074a994d · outbound

This paper cites Towards a Client-Centered Assessment of LLM Therapists by Client Simulation.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Towards a Client-Centered Assessment of LLM Therapists by Client Simulation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:02.047268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d67a60b-42c7-4fcd-a929-2cf387114211 · outbound

This paper cites Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:02.063126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd0a0fab-54b2-4a06-b393-a642d4611fb3 · outbound

This paper cites In Proceedings of the 9th Workshop on Computational Linguistics and Clinical Psychology (CLPsych 2024), pages 1–11.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration In Proceedings of the 9th Workshop on Computational Linguistics and Clinical Psychology (CLPsych 2024), pages 1–11

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.374100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c6dd5784-40df-4b08-b2f7-bc51837ad8d1 · outbound

This paper cites Table 16 to Table 26 demonstrate the descriptions used in counselor agent.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Table 16 to Table 26 demonstrate the descriptions used in counselor agent

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.356565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d7f112b1-ea17-4b9f-a458-32f7f29f6d1c · outbound

This paper cites Therefore, the client’s current state in the above context is.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Therefore, the client’s current state in the above context is

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.340130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 716a2fc9-5a42-4a2f-b9f3-cd9b16538c38 · outbound

This paper cites However, the accuracy of the fine-tuned BERT classifier is still not optimal (only 56.2% accuracy).

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration However, the accuracy of the fine-tuned BERT classifier is still not optimal (only 56.2% accuracy)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.324388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b97a2512-eaf9-451c-b305-fc0719952465 · outbound

This paper cites Health": 0.3,.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Health": 0.3,

Reference 2000

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.308529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e3c8424-5b8e-4462-b405-ad6c892a5d4c · outbound

This paper cites In Proceedings of the 2020 con- ference on empirical methods in natural language processing: system demonstrations, pages 38–45.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration In Proceedings of the 2020 con- ference on empirical methods in natural language processing: system demonstrations, pages 38–45

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.406086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 081d07d4-bd16-4e0f-ba0d-9a7e33f0c6d7 · outbound

This paper cites In ICASSP 2022-2022 IEEE International Conference on Acous- tics, Speech and Signal Processing (ICASSP), pages 6177–6181.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration In ICASSP 2022-2022 IEEE International Conference on Acous- tics, Speech and Signal Processing (ICASSP), pages 6177–6181

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:06:02.390573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 41d80e90-5e85-4b5c-af65-2aad3dd2a2ba · outbound

This paper cites Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and Feedback.

CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and Feedback

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:02.011302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites A Computational Framework for Behavioral Assessment of LLM Therapists.

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.

Pith citing papers

Observation 3b23f611-03ab-403c-a6d0-19be41f299fd · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration

Reference 162

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:57:38.576179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.