{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:GTBZ5DOV2ZFJUCBCMPE6G6GCQP","short_pith_number":"pith:GTBZ5DOV","canonical_record":{"source":{"id":"2502.15395","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-02-21T11:46:04Z","cross_cats_sorted":[],"title_canon_sha256":"32edaeff7b1bd7c757ee78568bd95b205d2cdcc8c2cab5f4b0bc69e2853fcc7e","abstract_canon_sha256":"02706a46d42648ce5dc5cf12439fe32d4ca01a6103c71f6b09969131ab14f88d"},"schema_version":"1.0"},"canonical_sha256":"34c39e8dd5d64a9a082263c9e378c283ea096a7087045108f2b24a590a0cd5ad","source":{"kind":"arxiv","id":"2502.15395","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15395","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15395v2","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15395","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"pith_short_12","alias_value":"GTBZ5DOV2ZFJ","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"pith_short_16","alias_value":"GTBZ5DOV2ZFJUCBC","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"pith_short_8","alias_value":"GTBZ5DOV","created_at":"2026-07-05T10:50:11Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:GTBZ5DOV2ZFJUCBCMPE6G6GCQP","target":"record","payload":{"canonical_record":{"source":{"id":"2502.15395","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-02-21T11:46:04Z","cross_cats_sorted":[],"title_canon_sha256":"32edaeff7b1bd7c757ee78568bd95b205d2cdcc8c2cab5f4b0bc69e2853fcc7e","abstract_canon_sha256":"02706a46d42648ce5dc5cf12439fe32d4ca01a6103c71f6b09969131ab14f88d"},"schema_version":"1.0"},"canonical_sha256":"34c39e8dd5d64a9a082263c9e378c283ea096a7087045108f2b24a590a0cd5ad","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:50:11.938794Z","signature_b64":"fEeZkzxKAj4oeZkMII6MXUrkbSXTpL0zKPAUSdqlU0sPgjHE3le2DFmwvfpRPMKFtqmdWX+65tJxw86GpOLJAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"34c39e8dd5d64a9a082263c9e378c283ea096a7087045108f2b24a590a0cd5ad","last_reissued_at":"2026-07-05T10:50:11.938355Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:50:11.938355Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.15395","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:50:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"R5zap+Ogxmn6pSr6nYNkiOzf0T6+b8xUXMV2rymKkdN5PX1CSaUu1WK08iadxnao7jjh+ABromxisRBIHYn+Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T12:35:19.946080Z"},"content_sha256":"e7826e4c51b2b77e178cdc6dceaa3325a4bb189d17e47c9e62f9124df09e3fe7","schema_version":"1.0","event_id":"sha256:e7826e4c51b2b77e178cdc6dceaa3325a4bb189d17e47c9e62f9124df09e3fe7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:GTBZ5DOV2ZFJUCBCMPE6G6GCQP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Beyond Tools: Understanding How Heavy Users Integrate LLMs into Everyday Tasks and Decision-Making","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Eunhye Kim, Jinwook Seo, Kiroong Choe, Minju Yoo, Sadat Shams Chowdhury","submitted_at":"2025-02-21T11:46:04Z","abstract_excerpt":"Large language models (LLMs) are increasingly used for both everyday and specialized tasks. While HCI research focuses on domain-specific applications, little is known about how heavy users integrate LLMs into everyday decision-making. Through qualitative interviews with heavy LLM users (n=7) who employ these systems for both intuitive and analytical thinking tasks, our findings show that participants use LLMs for social validation, self-regulation, and interpersonal guidance, seeking to build self-confidence and optimize cognitive resources. These users viewed LLMs either as rational, consist"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15395","kind":"arxiv","version":2},"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/2502.15395/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:50:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"oRRrefMMT+c0K7Uul1djkIMhQ84P54yMvLaHNSYw0t7u29GxsgZppr9g2DW9+Zl2gqNhQTyV8hbZt5d8eKPiBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T12:35:19.946579Z"},"content_sha256":"206d7d7209f0e8ead7386fddf946a2fee39b19a117e26cb4fc10bfadccb2bd42","schema_version":"1.0","event_id":"sha256:206d7d7209f0e8ead7386fddf946a2fee39b19a117e26cb4fc10bfadccb2bd42"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/GTBZ5DOV2ZFJUCBCMPE6G6GCQP/bundle.json","state_url":"https://pith.science/pith/GTBZ5DOV2ZFJUCBCMPE6G6GCQP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/GTBZ5DOV2ZFJUCBCMPE6G6GCQP/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-15T12:35:19Z","links":{"resolver":"https://pith.science/pith/GTBZ5DOV2ZFJUCBCMPE6G6GCQP","bundle":"https://pith.science/pith/GTBZ5DOV2ZFJUCBCMPE6G6GCQP/bundle.json","state":"https://pith.science/pith/GTBZ5DOV2ZFJUCBCMPE6G6GCQP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/GTBZ5DOV2ZFJUCBCMPE6G6GCQP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:GTBZ5DOV2ZFJUCBCMPE6G6GCQP","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"02706a46d42648ce5dc5cf12439fe32d4ca01a6103c71f6b09969131ab14f88d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-02-21T11:46:04Z","title_canon_sha256":"32edaeff7b1bd7c757ee78568bd95b205d2cdcc8c2cab5f4b0bc69e2853fcc7e"},"schema_version":"1.0","source":{"id":"2502.15395","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15395","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15395v2","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15395","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"pith_short_12","alias_value":"GTBZ5DOV2ZFJ","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"pith_short_16","alias_value":"GTBZ5DOV2ZFJUCBC","created_at":"2026-07-05T10:50:11Z"},{"alias_kind":"pith_short_8","alias_value":"GTBZ5DOV","created_at":"2026-07-05T10:50:11Z"}],"graph_snapshots":[{"event_id":"sha256:206d7d7209f0e8ead7386fddf946a2fee39b19a117e26cb4fc10bfadccb2bd42","target":"graph","created_at":"2026-07-05T10:50:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2502.15395/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) are increasingly used for both everyday and specialized tasks. While HCI research focuses on domain-specific applications, little is known about how heavy users integrate LLMs into everyday decision-making. Through qualitative interviews with heavy LLM users (n=7) who employ these systems for both intuitive and analytical thinking tasks, our findings show that participants use LLMs for social validation, self-regulation, and interpersonal guidance, seeking to build self-confidence and optimize cognitive resources. These users viewed LLMs either as rational, consist","authors_text":"Eunhye Kim, Jinwook Seo, Kiroong Choe, Minju Yoo, Sadat Shams Chowdhury","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-02-21T11:46:04Z","title":"Beyond Tools: Understanding How Heavy Users Integrate LLMs into Everyday Tasks and Decision-Making"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15395","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:e7826e4c51b2b77e178cdc6dceaa3325a4bb189d17e47c9e62f9124df09e3fe7","target":"record","created_at":"2026-07-05T10:50:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"02706a46d42648ce5dc5cf12439fe32d4ca01a6103c71f6b09969131ab14f88d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-02-21T11:46:04Z","title_canon_sha256":"32edaeff7b1bd7c757ee78568bd95b205d2cdcc8c2cab5f4b0bc69e2853fcc7e"},"schema_version":"1.0","source":{"id":"2502.15395","kind":"arxiv","version":2}},"canonical_sha256":"34c39e8dd5d64a9a082263c9e378c283ea096a7087045108f2b24a590a0cd5ad","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"34c39e8dd5d64a9a082263c9e378c283ea096a7087045108f2b24a590a0cd5ad","first_computed_at":"2026-07-05T10:50:11.938355Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:50:11.938355Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fEeZkzxKAj4oeZkMII6MXUrkbSXTpL0zKPAUSdqlU0sPgjHE3le2DFmwvfpRPMKFtqmdWX+65tJxw86GpOLJAg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:50:11.938794Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.15395","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e7826e4c51b2b77e178cdc6dceaa3325a4bb189d17e47c9e62f9124df09e3fe7","sha256:206d7d7209f0e8ead7386fddf946a2fee39b19a117e26cb4fc10bfadccb2bd42"],"state_sha256":"195e3a2c56caa95053addc7235441767b4e04ccc105dad98e6ce3b80eb65d4c9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ENvrWazqbeYv55yzlckSeCKJJ4WKq4XUjVkSDfSFXpGmmjpxGEAQaBQ1N2oKPGAyjlvYzSJGJWpFjOxMSidAAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T12:35:19.949964Z","bundle_sha256":"aa66eded70255ce7ca3ca58fef6aa5aac3e034631004b8a23f9a9b511de68c7e"}}