{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:6MFYMJRIOKLF5OWUTVO6KMP2EH","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":"af07da8ac059cc62e4d7d2a797886fefcfb9031f52e5034faa5c27eff9c09c82","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-05-12T13:30:44Z","title_canon_sha256":"c115de786671d6abc7f49e26a1552d8d2cbcc28735598dfbd45322dccfed6f8d"},"schema_version":"1.0","source":{"id":"2505.07553","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.07553","created_at":"2026-07-05T11:01:49Z"},{"alias_kind":"arxiv_version","alias_value":"2505.07553v1","created_at":"2026-07-05T11:01:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.07553","created_at":"2026-07-05T11:01:49Z"},{"alias_kind":"pith_short_12","alias_value":"6MFYMJRIOKLF","created_at":"2026-07-05T11:01:49Z"},{"alias_kind":"pith_short_16","alias_value":"6MFYMJRIOKLF5OWU","created_at":"2026-07-05T11:01:49Z"},{"alias_kind":"pith_short_8","alias_value":"6MFYMJRI","created_at":"2026-07-05T11:01:49Z"}],"graph_snapshots":[{"event_id":"sha256:5fe4a64ebb5b3790d9754a518afb5d63c48c0dfe7955332b8cb25049d890bca4","target":"graph","created_at":"2026-07-05T11:01:49Z","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/2505.07553/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This short paper explores how a maritime company develops and integrates large-language models (LLM). Specifically by looking at the requirements engineering for Retrieval Augmented Generation (RAG) systems in expert settings. Through a case study at a maritime service provider, we demonstrate how data scientists face a fundamental tension between user expectations of AI perfection and the correctness of the generated outputs. Our findings reveal that data scientists must identify context-specific \"retrieval requirements\" through iterative experimentation together with users because they are t","authors_text":"Rasmus Ulfsnes, Tor Sporsem","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-05-12T13:30:44Z","title":"Towards Requirements Engineering for RAG Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.07553","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:b01442bb6f3acfe494f14340b18a2c88a67bf433253fca782722537f1ec2cb8b","target":"record","created_at":"2026-07-05T11:01:49Z","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":"af07da8ac059cc62e4d7d2a797886fefcfb9031f52e5034faa5c27eff9c09c82","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-05-12T13:30:44Z","title_canon_sha256":"c115de786671d6abc7f49e26a1552d8d2cbcc28735598dfbd45322dccfed6f8d"},"schema_version":"1.0","source":{"id":"2505.07553","kind":"arxiv","version":1}},"canonical_sha256":"f30b86262872965ebad49d5de531fa21e0f2f2d8ce266da17271e9b504516416","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f30b86262872965ebad49d5de531fa21e0f2f2d8ce266da17271e9b504516416","first_computed_at":"2026-07-05T11:01:49.588837Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:01:49.588837Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GNu6xMIfGXvZIs8aI+b2TbogZaMoYqLlhq8Xe2vYsSd/oQtsrD6+VLl4pfbUXreXWmY5IDpUwtGL3sFxIIwlBA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:01:49.589382Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.07553","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b01442bb6f3acfe494f14340b18a2c88a67bf433253fca782722537f1ec2cb8b","sha256:5fe4a64ebb5b3790d9754a518afb5d63c48c0dfe7955332b8cb25049d890bca4"],"state_sha256":"581fdeb9d0280de607a8e0676cc167c0e76728795764536f9f076d0cbe5454e4"}