Graph2Counsel
| dc.contributor.author | Mandal, Aishik | |
| dc.contributor.author | Arnaout, Hiba | |
| dc.contributor.author | Ong, Clarissa W. | |
| dc.contributor.author | Bockhorst, Juliet | |
| dc.contributor.author | Sheehan, Kate | |
| dc.contributor.author | Moldow, Rachael | |
| dc.contributor.author | Chakraborty, Tanmoy | |
| dc.contributor.author | Gurevych, Iryna | |
| dc.date.accessioned | 2026-03-18T13:42:47Z | |
| dc.date.created | 2026 | |
| dc.date.issued | 2026-03-18 | |
| dc.description | Graph2Counsel is a synthetic counseling session dataset generated from Client Psychological Graphs (CPGs). The dataset provides the CPG, generated diverse client profiles and dialogues from this CPG as well as counselor strategies corresponding to each CPG collected from the real counseling sessions. Prior synthetic counseling datasets often rely on unstructured or semi-structured text inputs and overlook structural dependencies between a client's cognitive, emotional, and behavioral states, often producing psychologically inconsistent interactions and reducing data realism and quality. So, we generate the Graph2Counsel dataset using a framework for generating synthetic counseling sessions grounded in Client Psychological Graphs (CPGs) that encode relationships among clients’ thoughts, emotions, and behaviors. This datasets shows improved expert evaluation performance over existing synthetic counseling datasets on specificity, counselor competence, authenticity, conversational flow, and safety. | |
| dc.description.version | 0.1 | |
| dc.identifier.uri | https://tudatalib.ulb.tu-darmstadt.de/handle/tudatalib/5071 | |
| dc.language.iso | en | |
| dc.rights.license | CC-BY-4.0 (https://creativecommons.org/licenses/by/4.0) | |
| dc.subject | AI for Mental Health, Responsible AI, Synthetic Counseling Sessions, Client Psychological Graphs (CPGs) | |
| dc.subject.classification | 4.43-04 | |
| dc.subject.ddc | 004 | |
| dc.title | Graph2Counsel | |
| dc.type | Dataset | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| person.identifier.orcid | #PLACEHOLDER_PARENT_METADATA_VALUE# | |
| tuda.agreements | true | |
| tuda.unit | TUDa |
Files
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| Name | Description | Size | Format | |
|---|---|---|---|---|
| graph2counsel_dataset.json | 15.77 MB | Json Format |