{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:5NOY6CX4E7GS7RKBKURC5MB6N3","short_pith_number":"pith:5NOY6CX4","canonical_record":{"source":{"id":"2409.15724","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-09-24T04:17:21Z","cross_cats_sorted":["cs.AI","cs.IR"],"title_canon_sha256":"c180630bd911171261e4f8b662e448130a4c1ac673ba608eadba6f88639be608","abstract_canon_sha256":"4825c225fc1175b05db11843758c86e05aed3bf928f60be43e1348a0a7283660"},"schema_version":"1.0"},"canonical_sha256":"eb5d8f0afc27cd2fc54155222eb03e6ee247fd82cd1695d70ea5939e4b4fcbe8","source":{"kind":"arxiv","id":"2409.15724","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.15724","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"arxiv_version","alias_value":"2409.15724v2","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.15724","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"pith_short_12","alias_value":"5NOY6CX4E7GS","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"pith_short_16","alias_value":"5NOY6CX4E7GS7RKB","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"pith_short_8","alias_value":"5NOY6CX4","created_at":"2026-07-05T11:20:36Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:5NOY6CX4E7GS7RKBKURC5MB6N3","target":"record","payload":{"canonical_record":{"source":{"id":"2409.15724","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-09-24T04:17:21Z","cross_cats_sorted":["cs.AI","cs.IR"],"title_canon_sha256":"c180630bd911171261e4f8b662e448130a4c1ac673ba608eadba6f88639be608","abstract_canon_sha256":"4825c225fc1175b05db11843758c86e05aed3bf928f60be43e1348a0a7283660"},"schema_version":"1.0"},"canonical_sha256":"eb5d8f0afc27cd2fc54155222eb03e6ee247fd82cd1695d70ea5939e4b4fcbe8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:20:36.990879Z","signature_b64":"QiO5EXyS1tyv2YCjbs151lS9DEyGUn+iTEqVZ/F4jlX41C+olYqwKfuEe7UrRRJbniPy2aJRgW3Rcd6bY3eiCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"eb5d8f0afc27cd2fc54155222eb03e6ee247fd82cd1695d70ea5939e4b4fcbe8","last_reissued_at":"2026-07-05T11:20:36.990395Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:20:36.990395Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2409.15724","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":"2026-07-05T11:20:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GwwlAzt3L8lvFARhpGjDgivW8Au3e9rJ320R9DALu2OSu2RWZvYPvpmadtXFHVYBRRdilQwmAXfnLv+V/VqbCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T06:47:38.118370Z"},"content_sha256":"08765cfcf532ee32f186f11fa799c67b5ddaa73d68658dc0ced53f3c558ff34d","schema_version":"1.0","event_id":"sha256:08765cfcf532ee32f186f11fa799c67b5ddaa73d68658dc0ced53f3c558ff34d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:5NOY6CX4E7GS7RKBKURC5MB6N3","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLM-Cure: LLM-based Competitor User Review Analysis for Feature Enhancement","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.IR"],"primary_cat":"cs.SE","authors_text":"Maram Assi, Safwat Hassan, Ying Zou","submitted_at":"2024-09-24T04:17:21Z","abstract_excerpt":"The exponential growth of the mobile app market underscores the importance of constant innovation and rapid response to user demands. As user satisfaction is paramount to the success of a mobile application (app), developers typically rely on user reviews, which represent user feedback that includes ratings and comments to identify areas for improvement. However, the sheer volume of user reviews poses challenges in manual analysis, necessitating automated approaches. Existing automated approaches either analyze only the target apps reviews, neglecting the comparison of similar features to comp"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.15724","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/2409.15724/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":"2026-07-05T11:20:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9btI8epM/7UXdZFuEkbdIwtR52j7q6kQMKOJewR04Wur2wTtRBKa0WcTfXsCa5/E+7kGYCHqhd0HDFdajBq3AQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T06:47:38.118919Z"},"content_sha256":"6ea4e9574b50e7824a66b7f4a69041bb53e8cdd85ba4934512fb3414a4ebc6c8","schema_version":"1.0","event_id":"sha256:6ea4e9574b50e7824a66b7f4a69041bb53e8cdd85ba4934512fb3414a4ebc6c8"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/5NOY6CX4E7GS7RKBKURC5MB6N3/bundle.json","state_url":"https://pith.science/pith/5NOY6CX4E7GS7RKBKURC5MB6N3/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/5NOY6CX4E7GS7RKBKURC5MB6N3/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":"2026-08-04T06:47:38Z","links":{"resolver":"https://pith.science/pith/5NOY6CX4E7GS7RKBKURC5MB6N3","bundle":"https://pith.science/pith/5NOY6CX4E7GS7RKBKURC5MB6N3/bundle.json","state":"https://pith.science/pith/5NOY6CX4E7GS7RKBKURC5MB6N3/state.json","well_known_bundle":"https://pith.science/.well-known/pith/5NOY6CX4E7GS7RKBKURC5MB6N3/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:5NOY6CX4E7GS7RKBKURC5MB6N3","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":"4825c225fc1175b05db11843758c86e05aed3bf928f60be43e1348a0a7283660","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-09-24T04:17:21Z","title_canon_sha256":"c180630bd911171261e4f8b662e448130a4c1ac673ba608eadba6f88639be608"},"schema_version":"1.0","source":{"id":"2409.15724","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.15724","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"arxiv_version","alias_value":"2409.15724v2","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.15724","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"pith_short_12","alias_value":"5NOY6CX4E7GS","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"pith_short_16","alias_value":"5NOY6CX4E7GS7RKB","created_at":"2026-07-05T11:20:36Z"},{"alias_kind":"pith_short_8","alias_value":"5NOY6CX4","created_at":"2026-07-05T11:20:36Z"}],"graph_snapshots":[{"event_id":"sha256:6ea4e9574b50e7824a66b7f4a69041bb53e8cdd85ba4934512fb3414a4ebc6c8","target":"graph","created_at":"2026-07-05T11:20:36Z","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/2409.15724/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The exponential growth of the mobile app market underscores the importance of constant innovation and rapid response to user demands. As user satisfaction is paramount to the success of a mobile application (app), developers typically rely on user reviews, which represent user feedback that includes ratings and comments to identify areas for improvement. However, the sheer volume of user reviews poses challenges in manual analysis, necessitating automated approaches. Existing automated approaches either analyze only the target apps reviews, neglecting the comparison of similar features to comp","authors_text":"Maram Assi, Safwat Hassan, Ying Zou","cross_cats":["cs.AI","cs.IR"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-09-24T04:17:21Z","title":"LLM-Cure: LLM-based Competitor User Review Analysis for Feature Enhancement"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.15724","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":"sha256:08765cfcf532ee32f186f11fa799c67b5ddaa73d68658dc0ced53f3c558ff34d","target":"record","created_at":"2026-07-05T11:20:36Z","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":"4825c225fc1175b05db11843758c86e05aed3bf928f60be43e1348a0a7283660","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-09-24T04:17:21Z","title_canon_sha256":"c180630bd911171261e4f8b662e448130a4c1ac673ba608eadba6f88639be608"},"schema_version":"1.0","source":{"id":"2409.15724","kind":"arxiv","version":2}},"canonical_sha256":"eb5d8f0afc27cd2fc54155222eb03e6ee247fd82cd1695d70ea5939e4b4fcbe8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"eb5d8f0afc27cd2fc54155222eb03e6ee247fd82cd1695d70ea5939e4b4fcbe8","first_computed_at":"2026-07-05T11:20:36.990395Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:20:36.990395Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QiO5EXyS1tyv2YCjbs151lS9DEyGUn+iTEqVZ/F4jlX41C+olYqwKfuEe7UrRRJbniPy2aJRgW3Rcd6bY3eiCw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:20:36.990879Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.15724","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:08765cfcf532ee32f186f11fa799c67b5ddaa73d68658dc0ced53f3c558ff34d","sha256:6ea4e9574b50e7824a66b7f4a69041bb53e8cdd85ba4934512fb3414a4ebc6c8"],"state_sha256":"d1f175a9e2db839b38488080220f4767076ab93b95a3a385b09ac3e490ef9768"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"oCfyc9tFBjPgE2KTw39JcNIJ4yfE1NlAEAlmwI/l01CyjbhEVQPU/lc5wRw0Urk/45QgtfdNYcuCo9792OjfCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T06:47:38.123123Z","bundle_sha256":"6f60c8fdbb8bac3de4fa08c947c801232ef9ac5df8b8ab732f2677f0b6397fc0"}}