{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:63FLJJLLNYATVWH5M2EKLZB7U4","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":"47a96389aee55f15f922ab0f3fd36fc034159130b84c7d295726129b93aeac4f","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-14T13:25:15Z","title_canon_sha256":"7471d7e037f691f9cba8f1d4d4a374b329a7aa95af19d6e6553366076550765e"},"schema_version":"1.0","source":{"id":"2404.09249","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.09249","created_at":"2026-07-05T08:07:47Z"},{"alias_kind":"arxiv_version","alias_value":"2404.09249v1","created_at":"2026-07-05T08:07:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.09249","created_at":"2026-07-05T08:07:47Z"},{"alias_kind":"pith_short_12","alias_value":"63FLJJLLNYAT","created_at":"2026-07-05T08:07:47Z"},{"alias_kind":"pith_short_16","alias_value":"63FLJJLLNYATVWH5","created_at":"2026-07-05T08:07:47Z"},{"alias_kind":"pith_short_8","alias_value":"63FLJJLL","created_at":"2026-07-05T08:07:47Z"}],"graph_snapshots":[{"event_id":"sha256:0cd69432336f62bb7e6121199f1592a6c94b8d1638f7d7cbe46a0f951be9d046","target":"graph","created_at":"2026-07-05T08:07:47Z","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/2404.09249/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In recent years, the evolution of Telecom towards achieving intelligent, autonomous, and open networks has led to an increasingly complex Telecom Software system, supporting various heterogeneous deployment scenarios, with multi-standard and multi-vendor support. As a result, it becomes a challenge for large-scale Telecom software companies to develop and test software for all deployment scenarios. To address these challenges, we propose a framework for Automated Test Generation for large-scale Telecom Software systems. We begin by generating Test Case Input data for test scenarios observed us","authors_text":"Doumitrou Daniil Nimara, Mohamad Nabeel, Tahar Zanouda","cross_cats":["cs.CL","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-14T13:25:15Z","title":"Test Code Generation for Telecom Software Systems using Two-Stage Generative Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.09249","kind":"arxiv","version":1},"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:e756264324aed9dbe5c6cde3cdb768b31ffa73b5e1babbed9f56201cce5d84de","target":"record","created_at":"2026-07-05T08:07:47Z","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":"47a96389aee55f15f922ab0f3fd36fc034159130b84c7d295726129b93aeac4f","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-04-14T13:25:15Z","title_canon_sha256":"7471d7e037f691f9cba8f1d4d4a374b329a7aa95af19d6e6553366076550765e"},"schema_version":"1.0","source":{"id":"2404.09249","kind":"arxiv","version":1}},"canonical_sha256":"f6cab4a56b6e013ad8fd6688a5e43fa7043b438bd8d46c071c2b06a55705cc8c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f6cab4a56b6e013ad8fd6688a5e43fa7043b438bd8d46c071c2b06a55705cc8c","first_computed_at":"2026-07-05T08:07:47.474650Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:07:47.474650Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ltq4TfVY+X3e/XSjieHtTo5YvzCuSy/lIc0190IFO1yLs7HhZjsR/9ORaGq+OwPpeGcrlX+uedC4GASy8Lu2CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:07:47.475067Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.09249","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e756264324aed9dbe5c6cde3cdb768b31ffa73b5e1babbed9f56201cce5d84de","sha256:0cd69432336f62bb7e6121199f1592a6c94b8d1638f7d7cbe46a0f951be9d046"],"state_sha256":"907cc120b4d9b81b6ee5625f64f4dec30fbba5a0d0036c18d99aa114d36d3a03"}