{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:JQOV2YEUT3DXXGCDI4DME6N6FD","short_pith_number":"pith:JQOV2YEU","schema_version":"1.0","canonical_sha256":"4c1d5d60949ec77b98434706c279be28ea8e8a3808a96dff21fc51ac8a21ec83","source":{"kind":"arxiv","id":"2405.13803","version":3},"attestation_state":"computed","paper":{"title":"\"I Like Sunnie More Than I Expected!\": Exploring User Expectation and Perception of an Anthropomorphic LLM-based Conversational Agent for Well-Being Support","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.HC","authors_text":"Bingsheng Yao, Dakuo Wang, Feixue Han, Julie Y. A. Cachia, Siyi Wu, Tianyi Xie, Xuan Zhao","submitted_at":"2024-05-22T16:30:24Z","abstract_excerpt":"The human-computer interaction (HCI) research community has a longstanding interest in exploring the mismatch between users' actual experiences and expectation toward new technologies, for instance, large language models (LLMs). In this study, we compared users' (N = 38) initial expectations against their post-interaction perceptions of two LLM-powered mental well-being intervention activity recommendation systems. Both systems have a built-in LLM to recommend a personalized well-being intervention activity, but one system (Sunnie) has an anthropomorphic conversational interaction design via e"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2405.13803","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-05-22T16:30:24Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"8984b64994b38fd8067b950df7d235be4e0901d37efe6729b1a89607963e8252","abstract_canon_sha256":"e83cec54779560d670bdb1177296fa7b6914e7d2bd6891c2ab0a60e012aae46e"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:16:49.192297Z","signature_b64":"gxlIjy2wNllnbrpEI2s+L+zebXkHenQQqa5KmyVgr2aNmkP2347MK4VGGfm8ae3LjIgmzyzy1a7JLuzleV1XCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4c1d5d60949ec77b98434706c279be28ea8e8a3808a96dff21fc51ac8a21ec83","last_reissued_at":"2026-07-05T09:16:49.191832Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:16:49.191832Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"\"I Like Sunnie More Than I Expected!\": Exploring User Expectation and Perception of an Anthropomorphic LLM-based Conversational Agent for Well-Being Support","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.HC","authors_text":"Bingsheng Yao, Dakuo Wang, Feixue Han, Julie Y. A. Cachia, Siyi Wu, Tianyi Xie, Xuan Zhao","submitted_at":"2024-05-22T16:30:24Z","abstract_excerpt":"The human-computer interaction (HCI) research community has a longstanding interest in exploring the mismatch between users' actual experiences and expectation toward new technologies, for instance, large language models (LLMs). In this study, we compared users' (N = 38) initial expectations against their post-interaction perceptions of two LLM-powered mental well-being intervention activity recommendation systems. Both systems have a built-in LLM to recommend a personalized well-being intervention activity, but one system (Sunnie) has an anthropomorphic conversational interaction design via e"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.13803","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2405.13803/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2405.13803","created_at":"2026-07-05T09:16:49.191900+00:00"},{"alias_kind":"arxiv_version","alias_value":"2405.13803v3","created_at":"2026-07-05T09:16:49.191900+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.13803","created_at":"2026-07-05T09:16:49.191900+00:00"},{"alias_kind":"pith_short_12","alias_value":"JQOV2YEUT3DX","created_at":"2026-07-05T09:16:49.191900+00:00"},{"alias_kind":"pith_short_16","alias_value":"JQOV2YEUT3DXXGCD","created_at":"2026-07-05T09:16:49.191900+00:00"},{"alias_kind":"pith_short_8","alias_value":"JQOV2YEU","created_at":"2026-07-05T09:16:49.191900+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":1,"internal_anchor_count":1,"sample":[{"citing_arxiv_id":"2508.03990","citing_title":"Are Today's LLMs Ready to Explain Well-Being Concepts?","ref_index":47,"is_internal_anchor":true}]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD","json":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD.json","graph_json":"https://pith.science/api/pith-number/JQOV2YEUT3DXXGCDI4DME6N6FD/graph.json","events_json":"https://pith.science/api/pith-number/JQOV2YEUT3DXXGCDI4DME6N6FD/events.json","paper":"https://pith.science/paper/JQOV2YEU"},"agent_actions":{"view_html":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD","download_json":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD.json","view_paper":"https://pith.science/paper/JQOV2YEU","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2405.13803&json=true","fetch_graph":"https://pith.science/api/pith-number/JQOV2YEUT3DXXGCDI4DME6N6FD/graph.json","fetch_events":"https://pith.science/api/pith-number/JQOV2YEUT3DXXGCDI4DME6N6FD/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD/action/timestamp_anchor","attest_storage":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD/action/storage_attestation","attest_author":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD/action/author_attestation","sign_citation":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD/action/citation_signature","submit_replication":"https://pith.science/pith/JQOV2YEUT3DXXGCDI4DME6N6FD/action/replication_record"}},"created_at":"2026-07-05T09:16:49.191900+00:00","updated_at":"2026-07-05T09:16:49.191900+00:00"}