{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WLOLTAU2ZEW4SFJGZ3Q4LZCXWN","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":"cc6d8b9aafe4dbd73952d645ae0df4d885fc657b35eda36970b64742298ba6b6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2024-06-15T06:00:23Z","title_canon_sha256":"cbd6981c05c911ce648cfaef52393710443d95592439e2c6f55a0de93f1bc9e5"},"schema_version":"1.0","source":{"id":"2407.12003","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.12003","created_at":"2026-07-05T09:45:51Z"},{"alias_kind":"arxiv_version","alias_value":"2407.12003v2","created_at":"2026-07-05T09:45:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.12003","created_at":"2026-07-05T09:45:51Z"},{"alias_kind":"pith_short_12","alias_value":"WLOLTAU2ZEW4","created_at":"2026-07-05T09:45:51Z"},{"alias_kind":"pith_short_16","alias_value":"WLOLTAU2ZEW4SFJG","created_at":"2026-07-05T09:45:51Z"},{"alias_kind":"pith_short_8","alias_value":"WLOLTAU2","created_at":"2026-07-05T09:45:51Z"}],"graph_snapshots":[{"event_id":"sha256:406530ba1e975d75782edab2cf80885b80dfd08b02978e15e5036e4cdf6b2036","target":"graph","created_at":"2026-07-05T09:45:51Z","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/2407.12003/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The development of conversational AI assistants is an iterative process with multiple components. As such, the evaluation and continual improvement of these assistants is a complex and multifaceted problem. This paper introduces the challenges in evaluating and improving a generative AI assistant for enterprises, which is under active development, and how we address these challenges. We also share preliminary results and discuss lessons learned.","authors_text":"Akash V. Maharaj, Horia Galatanu, Ken Russell, Kun Qian, Manas Garg, Nishant Kapoor, Rachel Hanessian, Sally Fang, Shivakumar Vaithyanathan, Uttaran Bhattacharya, Yunyao Li","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2024-06-15T06:00:23Z","title":"Evaluation and Continual Improvement for an Enterprise AI Assistant"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.12003","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":"sha256:92e438dafb0c0a78ce3adeb81149cf02d1a3833389d169a65c4cbf5d987ae489","target":"record","created_at":"2026-07-05T09:45:51Z","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":"cc6d8b9aafe4dbd73952d645ae0df4d885fc657b35eda36970b64742298ba6b6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.HC","submitted_at":"2024-06-15T06:00:23Z","title_canon_sha256":"cbd6981c05c911ce648cfaef52393710443d95592439e2c6f55a0de93f1bc9e5"},"schema_version":"1.0","source":{"id":"2407.12003","kind":"arxiv","version":2}},"canonical_sha256":"b2dcb9829ac92dc91526cee1c5e457b36cd1fa1db0a0b1044065bde22a754bf2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b2dcb9829ac92dc91526cee1c5e457b36cd1fa1db0a0b1044065bde22a754bf2","first_computed_at":"2026-07-05T09:45:51.662525Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:45:51.662525Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oLHghnlDLRvJiuponSKhYhGpo7Fx0Dt95W3gKFmFd38GaCt68dD4lOskL1vk0Plv7GWl+c10zOEc5fwI75IRAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:45:51.662981Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.12003","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:92e438dafb0c0a78ce3adeb81149cf02d1a3833389d169a65c4cbf5d987ae489","sha256:406530ba1e975d75782edab2cf80885b80dfd08b02978e15e5036e4cdf6b2036"],"state_sha256":"2e4e2b519a6ca21ddb7caed92540b51330763c19af8cd838b0e0aeb401ebd1ad"}