{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:VK4TDFMKSGPHYNXKB3QBSZSEQI","short_pith_number":"pith:VK4TDFMK","canonical_record":{"source":{"id":"2404.08948","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-13T09:56:50Z","cross_cats_sorted":[],"title_canon_sha256":"fbb2034a4e5ee032ccd4c0fcbd78b0c660d8ae93c1b03bb06443a1f873f79ad5","abstract_canon_sha256":"3d6a9944c9f0bf8b241109663ceb5207e50edd619f483bd190b4939b013f3808"},"schema_version":"1.0"},"canonical_sha256":"aab931958a919e7c36ea0ee0196644820bc93f4a4e1565dafdde4df61e3fa232","source":{"kind":"arxiv","id":"2404.08948","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.08948","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"arxiv_version","alias_value":"2404.08948v4","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.08948","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"pith_short_12","alias_value":"VK4TDFMKSGPH","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"pith_short_16","alias_value":"VK4TDFMKSGPHYNXK","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"pith_short_8","alias_value":"VK4TDFMK","created_at":"2026-06-26T01:15:42Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:VK4TDFMKSGPHYNXKB3QBSZSEQI","target":"record","payload":{"canonical_record":{"source":{"id":"2404.08948","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-13T09:56:50Z","cross_cats_sorted":[],"title_canon_sha256":"fbb2034a4e5ee032ccd4c0fcbd78b0c660d8ae93c1b03bb06443a1f873f79ad5","abstract_canon_sha256":"3d6a9944c9f0bf8b241109663ceb5207e50edd619f483bd190b4939b013f3808"},"schema_version":"1.0"},"canonical_sha256":"aab931958a919e7c36ea0ee0196644820bc93f4a4e1565dafdde4df61e3fa232","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-26T01:15:42.113006Z","signature_b64":"DOSIshEY52VzW+BWK0eqChIqfOuQmpTYehvKJo7bd0Gfem/J1yc7g4DL9nyjSceVcotfzbiv5BNgDEXZmfE/Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"aab931958a919e7c36ea0ee0196644820bc93f4a4e1565dafdde4df61e3fa232","last_reissued_at":"2026-06-26T01:15:42.112536Z","signature_status":"signed_v1","first_computed_at":"2026-06-26T01:15:42.112536Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2404.08948","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-26T01:15:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0CrnfTvBn62mjKarAjIy3/OkNYwSu51mzFuKIKVc2R27hCApAh43HzKJqIJvfvDV5ONvPIpqtWvPGiebGzMeDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-27T12:16:08.471286Z"},"content_sha256":"04be0d69bff23c5519dc3963fb3aaa6e3c485acc77b709e174205d2b6102f48d","schema_version":"1.0","event_id":"sha256:04be0d69bff23c5519dc3963fb3aaa6e3c485acc77b709e174205d2b6102f48d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:VK4TDFMKSGPHYNXKB3QBSZSEQI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Large Language Models for Mobile GUI Text Input Generation: An Empirical Study","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Chenhui Cui, Chunyang Chen, Dave Towey, Junjie Wang, Rubing Huang, Tao Li","submitted_at":"2024-04-13T09:56:50Z","abstract_excerpt":"Mobile apps have become essential, making quality assurance increasingly important. GUI testing is widely used for automated exploration, yet text-input components remain a major obstacle, as many UI pages require semantically appropriate text inputs before proceeding. Large Language Models have shown promise in generating context-aware text, but the effectiveness of different UI representations, feedback mechanisms, and human intervention remains unclear. This paper presents a large-scale empirical study addressing these gaps. We evaluate nine state-of-the-art LLMs across 115 real-world apps,"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.08948","kind":"arxiv","version":4},"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/2404.08948/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":"2026-06-26T01:15:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YLzUpl+w/yoXNIHO58XSSUMQsj2z/19f/oPAq2e64RoIyXWBv+tc8o5SKtd2feetTPZpUT+BOs/mnY9Zq7R2BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-27T12:16:08.471704Z"},"content_sha256":"fe1786175b52090bf6d99e3d8e32eb8a2f286c9fc675d1dbda2feafd4568c144","schema_version":"1.0","event_id":"sha256:fe1786175b52090bf6d99e3d8e32eb8a2f286c9fc675d1dbda2feafd4568c144"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VK4TDFMKSGPHYNXKB3QBSZSEQI/bundle.json","state_url":"https://pith.science/pith/VK4TDFMKSGPHYNXKB3QBSZSEQI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VK4TDFMKSGPHYNXKB3QBSZSEQI/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":"2026-06-27T12:16:08Z","links":{"resolver":"https://pith.science/pith/VK4TDFMKSGPHYNXKB3QBSZSEQI","bundle":"https://pith.science/pith/VK4TDFMKSGPHYNXKB3QBSZSEQI/bundle.json","state":"https://pith.science/pith/VK4TDFMKSGPHYNXKB3QBSZSEQI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VK4TDFMKSGPHYNXKB3QBSZSEQI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:VK4TDFMKSGPHYNXKB3QBSZSEQI","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":"3d6a9944c9f0bf8b241109663ceb5207e50edd619f483bd190b4939b013f3808","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-13T09:56:50Z","title_canon_sha256":"fbb2034a4e5ee032ccd4c0fcbd78b0c660d8ae93c1b03bb06443a1f873f79ad5"},"schema_version":"1.0","source":{"id":"2404.08948","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.08948","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"arxiv_version","alias_value":"2404.08948v4","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.08948","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"pith_short_12","alias_value":"VK4TDFMKSGPH","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"pith_short_16","alias_value":"VK4TDFMKSGPHYNXK","created_at":"2026-06-26T01:15:42Z"},{"alias_kind":"pith_short_8","alias_value":"VK4TDFMK","created_at":"2026-06-26T01:15:42Z"}],"graph_snapshots":[{"event_id":"sha256:fe1786175b52090bf6d99e3d8e32eb8a2f286c9fc675d1dbda2feafd4568c144","target":"graph","created_at":"2026-06-26T01:15:42Z","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/2404.08948/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Mobile apps have become essential, making quality assurance increasingly important. GUI testing is widely used for automated exploration, yet text-input components remain a major obstacle, as many UI pages require semantically appropriate text inputs before proceeding. Large Language Models have shown promise in generating context-aware text, but the effectiveness of different UI representations, feedback mechanisms, and human intervention remains unclear. This paper presents a large-scale empirical study addressing these gaps. We evaluate nine state-of-the-art LLMs across 115 real-world apps,","authors_text":"Chenhui Cui, Chunyang Chen, Dave Towey, Junjie Wang, Rubing Huang, Tao Li","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-13T09:56:50Z","title":"Large Language Models for Mobile GUI Text Input Generation: An Empirical Study"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.08948","kind":"arxiv","version":4},"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":"sha256:04be0d69bff23c5519dc3963fb3aaa6e3c485acc77b709e174205d2b6102f48d","target":"record","created_at":"2026-06-26T01:15:42Z","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":"3d6a9944c9f0bf8b241109663ceb5207e50edd619f483bd190b4939b013f3808","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-13T09:56:50Z","title_canon_sha256":"fbb2034a4e5ee032ccd4c0fcbd78b0c660d8ae93c1b03bb06443a1f873f79ad5"},"schema_version":"1.0","source":{"id":"2404.08948","kind":"arxiv","version":4}},"canonical_sha256":"aab931958a919e7c36ea0ee0196644820bc93f4a4e1565dafdde4df61e3fa232","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"aab931958a919e7c36ea0ee0196644820bc93f4a4e1565dafdde4df61e3fa232","first_computed_at":"2026-06-26T01:15:42.112536Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-26T01:15:42.112536Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DOSIshEY52VzW+BWK0eqChIqfOuQmpTYehvKJo7bd0Gfem/J1yc7g4DL9nyjSceVcotfzbiv5BNgDEXZmfE/Dg==","signature_status":"signed_v1","signed_at":"2026-06-26T01:15:42.113006Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.08948","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:04be0d69bff23c5519dc3963fb3aaa6e3c485acc77b709e174205d2b6102f48d","sha256:fe1786175b52090bf6d99e3d8e32eb8a2f286c9fc675d1dbda2feafd4568c144"],"state_sha256":"a0a402a2a64ea305809f7f1e3fb7aa1a59f84b908db460081b7a5ad217a7c82c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zQHVLszfFoueX01f0HzQTkRgcnTFviyvBo3ZSS5vgOudGrgnL5dHqcEtIeJsczR6jmEHY9E+inAGpQTWGFNPDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-27T12:16:08.474699Z","bundle_sha256":"6e57cad35937a0aa25e3882d7d3d34f5dbc79cb928535834b79ea8f77e14bac0"}}