{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:QCHB7WUVDXC6P6MFXJY7CJO33Y","short_pith_number":"pith:QCHB7WUV","schema_version":"1.0","canonical_sha256":"808e1fda951dc5e7f985ba71f125dbde339e795ccde2888077a080891cd66cd9","source":{"kind":"arxiv","id":"2502.05612","version":1},"attestation_state":"computed","paper":{"title":"Rambler in the Wild: A Diary Study of LLM-Assisted Writing With Speech","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Can Liu, J.D. Zamfirescu-Pereira, Matthew G. Lee, Wengxi Li, Xuyu Yang, Zhuoyang Li","submitted_at":"2025-02-08T15:38:32Z","abstract_excerpt":"Speech-to-text technologies have been shown to improve text input efficiency and potentially lower the barriers to writing. Recent LLM-assisted dictation tools aim to support writing with speech by bridging the gaps between speaking and traditional writing. This case study reports on the real-world writing experiences of twelve academic or creative writers using one such tool, Rambler, to write various pieces such as blog posts, diaries, screenplays, notes, or fictional stories, etc. Through a ten-day diary study, we identified the participants' in-context writing strategies using Rambler, suc"},"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":"2502.05612","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2025-02-08T15:38:32Z","cross_cats_sorted":[],"title_canon_sha256":"8c784cd26dcec49687d172d6036bfcbdbbd82cf7dfaa52b1d16b70788f90d324","abstract_canon_sha256":"165a12843bea8534e8019105fb8bc94711a5305d4d7421b433b8d7678e27a5f1"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:11:40.553411Z","signature_b64":"3ZSl4b7O856WNXzIxr53z9ZAgt9MxCWB7sj5Zj7UZcD1N2+IpQxsnLT7pGvWeiB4qj/IDXIvF8c0Jtrti25fAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"808e1fda951dc5e7f985ba71f125dbde339e795ccde2888077a080891cd66cd9","last_reissued_at":"2026-07-05T10:11:40.553031Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:11:40.553031Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Rambler in the Wild: A Diary Study of LLM-Assisted Writing With Speech","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Can Liu, J.D. Zamfirescu-Pereira, Matthew G. Lee, Wengxi Li, Xuyu Yang, Zhuoyang Li","submitted_at":"2025-02-08T15:38:32Z","abstract_excerpt":"Speech-to-text technologies have been shown to improve text input efficiency and potentially lower the barriers to writing. Recent LLM-assisted dictation tools aim to support writing with speech by bridging the gaps between speaking and traditional writing. This case study reports on the real-world writing experiences of twelve academic or creative writers using one such tool, Rambler, to write various pieces such as blog posts, diaries, screenplays, notes, or fictional stories, etc. Through a ten-day diary study, we identified the participants' in-context writing strategies using Rambler, suc"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.05612","kind":"arxiv","version":1},"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/2502.05612/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":"2502.05612","created_at":"2026-07-05T10:11:40.553082+00:00"},{"alias_kind":"arxiv_version","alias_value":"2502.05612v1","created_at":"2026-07-05T10:11:40.553082+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.05612","created_at":"2026-07-05T10:11:40.553082+00:00"},{"alias_kind":"pith_short_12","alias_value":"QCHB7WUVDXC6","created_at":"2026-07-05T10:11:40.553082+00:00"},{"alias_kind":"pith_short_16","alias_value":"QCHB7WUVDXC6P6MF","created_at":"2026-07-05T10:11:40.553082+00:00"},{"alias_kind":"pith_short_8","alias_value":"QCHB7WUV","created_at":"2026-07-05T10:11:40.553082+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y","json":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y.json","graph_json":"https://pith.science/api/pith-number/QCHB7WUVDXC6P6MFXJY7CJO33Y/graph.json","events_json":"https://pith.science/api/pith-number/QCHB7WUVDXC6P6MFXJY7CJO33Y/events.json","paper":"https://pith.science/paper/QCHB7WUV"},"agent_actions":{"view_html":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y","download_json":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y.json","view_paper":"https://pith.science/paper/QCHB7WUV","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2502.05612&json=true","fetch_graph":"https://pith.science/api/pith-number/QCHB7WUVDXC6P6MFXJY7CJO33Y/graph.json","fetch_events":"https://pith.science/api/pith-number/QCHB7WUVDXC6P6MFXJY7CJO33Y/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y/action/timestamp_anchor","attest_storage":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y/action/storage_attestation","attest_author":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y/action/author_attestation","sign_citation":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y/action/citation_signature","submit_replication":"https://pith.science/pith/QCHB7WUVDXC6P6MFXJY7CJO33Y/action/replication_record"}},"created_at":"2026-07-05T10:11:40.553082+00:00","updated_at":"2026-07-05T10:11:40.553082+00:00"}