Paper Citation Record · LEDGER

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support

As of 7 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2509.04456.

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

pith.paper-citation-record.v1
2509.04456 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:45:23.444800Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

25 of 25 outbound references displayed

verified exact2
verified fuzzy14
unresolved5
parse uncertain0
malformed identifier3
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3993e1fd-536f-4691-9189-4adf0caacf35 · outbound

This paper cites Exploring Barriers to Mental Health Care in the U.S.,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Exploring Barriers to Mental Health Care in the U.S.,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:28.084749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 12a600d9-230c-4a97-aaab-6ffcc9c0e7c2 · outbound

This paper cites Integrating retrieval-augmented generation with large language models in nephrology: Advancing practical applications,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Integrating retrieval-augmented generation with large language models in nephrology: Advancing practical applications,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T15:45:22.314924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0507b9c-e5c9-4e64-9270-423777cee0d8 · outbound

This paper cites Two-layer retrieval-augmented generation framework for low-resource medical question answering using Reddit data: Proof-of-concept study,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Two-layer retrieval-augmented generation framework for low-resource medical question answering using Reddit data: Proof-of-concept study,

Reference 3

Resolution: malformed identifier; doi_truncated, observed 2026-08-05T15:45:23.954741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ecec5303-4f5d-4dca-8275-2dca4c3bf49e · outbound

This paper cites llmind-chat,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support llmind-chat,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:27.434749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 85ccc3aa-2fc5-4af2-952e-23e271891d61 · outbound

This paper cites MentalRAG: Developing an agentic framework for therapeutic support systems,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support MentalRAG: Developing an agentic framework for therapeutic support systems,

Reference 5

Resolution: verified exact; doi, observed 2026-08-05T15:45:23.831098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c5133498-5507-403d-8953-4f7f147e82d4 · outbound

This paper cites Empathetic Dialogues (Facebook AI) 25k,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Empathetic Dialogues (Facebook AI) 25k,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:27.044752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a14e5020-4444-419e-adb6-996f5730bce5 · outbound

This paper cites counsel-chat,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support counsel-chat,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:26.627554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2b2d94ea-87c3-48d4-aef4-da3ee4d3e415 · outbound

This paper cites Health Topics,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Health Topics,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:26.544927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 21a4505c-d345-4c30-bf42-2bb199c9f6ea · outbound

This paper cites Managing Stress,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Managing Stress,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:26.444882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 01b17e6e-9cd0-4db9-9b4c-b73911653fb5 · outbound

This paper cites MedlinePlus,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support MedlinePlus,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:26.243484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7373e77c-bda7-4a9f-9ab4-3a5f0eabf079 · outbound

This paper cites MentalHealth.gov,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support MentalHealth.gov,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:26.084898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad83d23b-88b8-4b2f-ad3b-653cba494b98 · outbound

This paper cites psychology-10k,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support psychology-10k,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:25.960559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e69472e-5cf6-46cb-a6cb-e91bcf9002f7 · outbound

This paper cites MentalChat16K: A Benchmark Dataset for Conversational Mental Health Assistance,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support MentalChat16K: A Benchmark Dataset for Conversational Mental Health Assistance,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:25.827922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b4c744f-3c9b-47ac-8141-19fecd7ce66f · outbound

This paper cites TinyLlama-1.1B-Chat-v1.0-GGUF,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support TinyLlama-1.1B-Chat-v1.0-GGUF,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:25.595045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e6ab3964-2490-4b63-96da-820d5810a789 · outbound

This paper cites An overview of chatbot-based mobile mental health apps: Insights from app description and user reviews,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support An overview of chatbot-based mobile mental health apps: Insights from app description and user reviews,

Reference 15

Resolution: malformed identifier; doi_truncated, observed 2026-08-05T15:45:23.684749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e6d77bc3-b54f-4850-9dd1-c0ebdab3df30 · outbound

This paper cites Artificial intelligence in positive mental health: A narrative review,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Artificial intelligence in positive mental health: A narrative review,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T15:45:23.253258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91a106d9-fd75-4f19-81b9-10ee9bb842ab · outbound

This paper cites A Novel RAG-Based Pipeline Leveraging BioBERT for Personalized Healthcare Recommendations,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support A Novel RAG-Based Pipeline Leveraging BioBERT for Personalized Healthcare Recommendations,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:25.444965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e8d15ed-381d-4005-9998-b92d9b28ed92 · outbound

This paper cites Providing self-led mental health support through an artificial intelligence– powered chat bot (Leora) to meet the demand of mental health care,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Providing self-led mental health support through an artificial intelligence– powered chat bot (Leora) to meet the demand of mental health care,

Reference 18

Resolution: malformed identifier; doi_truncated, observed 2026-08-05T15:45:23.544869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 174e1f22-a1ea-4a0e-94e4-975fa61b60cb · outbound

This paper cites Harnessing Large Language Models' Empathetic Response Generation Capabilities for Online Mental Health Counselling Support.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Harnessing Large Language Models' Empathetic Response Generation Capabilities for Online Mental Health Counselling Support

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T15:45:23.344747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b21d8d6-516d-41f7-9499-9737b120bccc · outbound

This paper cites Habit Coach: Customising RAG-based chatbots to support behavior change.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Habit Coach: Customising RAG-based chatbots to support behavior change

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T15:45:23.388612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34f966e3-3dba-4aba-b5f2-4f20a633406c · outbound

This paper cites Empathetic Response in Audio-Visual Conversations Using Emotion Preference Optimization and MambaCompressor.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Empathetic Response in Audio-Visual Conversations Using Emotion Preference Optimization and MambaCompressor

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:45:24.834745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1a55cc9c-30ed-4cc4-83de-a694d0860160 · outbound

This paper cites Development and Evaluation of Three Chatbots for Postpartum Mood and Anxiety Disorders.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Development and Evaluation of Three Chatbots for Postpartum Mood and Anxiety Disorders

Reference 22

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T15:45:24.594747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c29e2ac-82ce-47ab-a6f7-86f83a0e9107 · outbound

This paper cites Enhancing mental health with artificial intelligence: Current trends and future prospects,.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Enhancing mental health with artificial intelligence: Current trends and future prospects,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T15:45:23.444800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed5a7676-af1e-4331-9205-e6057124e725 · outbound

This paper cites Available: https://www.aamcresearchinstitute.org/our- work/issue-brief/exploring-barriers-mental-health-care-us.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Available: https://www.aamcresearchinstitute.org/our- work/issue-brief/exploring-barriers-mental-health-care-us

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:27.964826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 71fe0196-dfe8-48cc-9b10-3d3d35641963 · outbound

This paper cites Available: https://huggingface.co/datasets/ShenLab/MentalChat16K.

Mentalic Net: Development of RAG-based Conversational AI and Evaluation Framework for Mental Health Support Available: https://huggingface.co/datasets/ShenLab/MentalChat16K

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:45:25.725179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.