{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:DD2AC3JPW4TLE2O3ZVRG6XRX4Z","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":"7bdf6ef05c9780547b1b648bc231eae32c3d6d5587bc93ed78462c414d7db43a","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-05-26T11:58:23Z","title_canon_sha256":"ff0243b24d9a10dc9c4400c481a01786a5f93d0e141fb4c89b6f0f0187f4dd57"},"schema_version":"1.0","source":{"id":"2605.26898","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.26898","created_at":"2026-05-27T01:06:18Z"},{"alias_kind":"arxiv_version","alias_value":"2605.26898v1","created_at":"2026-05-27T01:06:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.26898","created_at":"2026-05-27T01:06:18Z"},{"alias_kind":"pith_short_12","alias_value":"DD2AC3JPW4TL","created_at":"2026-05-27T01:06:18Z"},{"alias_kind":"pith_short_16","alias_value":"DD2AC3JPW4TLE2O3","created_at":"2026-05-27T01:06:18Z"},{"alias_kind":"pith_short_8","alias_value":"DD2AC3JP","created_at":"2026-05-27T01:06:18Z"}],"graph_snapshots":[{"event_id":"sha256:de2e516b6e12fb2019442bd892933a7b3097eed3ff97d06b14dcf2266ed8bc7d","target":"graph","created_at":"2026-05-27T01:06:18Z","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/2605.26898/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) can generate functional source code from natural-language prompts, but often fail to consistently follow higher-level architectural structures or design patterns. Since LLMs are increasingly used in software engineering, their ability to apply established design principles to generated code is crucial to the long-term success of software products. Therefore, the goal of this paper is to identify strategies for guiding LLMs to incorporate design patterns into the generated source code. We designed a computational experiment to evaluate the ability of 13 LLMs to gene","authors_text":"Farnaz Fotrousi, Miroslaw Staron, Viktor Kjellberg","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-05-26T11:58:23Z","title":"Strategies for Guiding LLMs to Use Software Design Patterns: A Case of Singleton"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.26898","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:d9e3c0f799c0bb217917e985aa8276bc6d32a3cef1c7f0da6c702c03e76c0bb5","target":"record","created_at":"2026-05-27T01:06:18Z","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":"7bdf6ef05c9780547b1b648bc231eae32c3d6d5587bc93ed78462c414d7db43a","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-05-26T11:58:23Z","title_canon_sha256":"ff0243b24d9a10dc9c4400c481a01786a5f93d0e141fb4c89b6f0f0187f4dd57"},"schema_version":"1.0","source":{"id":"2605.26898","kind":"arxiv","version":1}},"canonical_sha256":"18f4016d2fb726b269dbcd626f5e37e673c1a44a2734ae8719516942becc21a7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"18f4016d2fb726b269dbcd626f5e37e673c1a44a2734ae8719516942becc21a7","first_computed_at":"2026-05-27T01:06:18.660791Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-27T01:06:18.660791Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jONJjKG1p8TQdrY0pRL7oZly0eF+6WQutu05GmoV8S5EwHG6fL4AEPmoWXtt9+l9WqklSKMqJ6i6QtckKpj3BQ==","signature_status":"signed_v1","signed_at":"2026-05-27T01:06:18.661389Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.26898","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d9e3c0f799c0bb217917e985aa8276bc6d32a3cef1c7f0da6c702c03e76c0bb5","sha256:de2e516b6e12fb2019442bd892933a7b3097eed3ff97d06b14dcf2266ed8bc7d"],"state_sha256":"2a6fb9c2bb8added35c7eee0c8c827b91d10933e09d39872c927ec291998cdd5"}