{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:6WFIX2ZGXA5GEOM52HXUA6WXIB","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":"891e26d71047e27607c4737ca3ce01dc027d70f469e6323a77a275dc45ba0694","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2026-07-04T13:53:45Z","title_canon_sha256":"f3d9011100ea8f19bed082a1679f4b8b2ef035449ebe8b13850be3a8b992a8da"},"schema_version":"1.0","source":{"id":"2607.03880","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.03880","created_at":"2026-07-07T02:18:12Z"},{"alias_kind":"arxiv_version","alias_value":"2607.03880v1","created_at":"2026-07-07T02:18:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.03880","created_at":"2026-07-07T02:18:12Z"},{"alias_kind":"pith_short_12","alias_value":"6WFIX2ZGXA5G","created_at":"2026-07-07T02:18:12Z"},{"alias_kind":"pith_short_16","alias_value":"6WFIX2ZGXA5GEOM5","created_at":"2026-07-07T02:18:12Z"},{"alias_kind":"pith_short_8","alias_value":"6WFIX2ZG","created_at":"2026-07-07T02:18:12Z"}],"graph_snapshots":[{"event_id":"sha256:83fc153380fa07e8d9d3398358b7e9bd07653f68779dade55c2651759cc81344","target":"graph","created_at":"2026-07-07T02:18:12Z","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/2607.03880/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Sponsored search plays a crucial role in e-commerce revenue generation, where advertisers strategically bid on keywords to capture the attention of users through relevant search queries. However, the process of identifying pertinent keywords for a given query presents significant challenges because of a vast and evolving keyword landscape, ambiguous intentions, and topic diversity. This paper highlights an opportunity for to earn a considerable amount of Ads revenue and user engagement where a significant proportion of queries fail to retrieve any sponsored ads. To utilize this opportunity, we","authors_text":"Md Omar Faruk Rokon, Musen Wen, Weizhi Du, Zhaodong Wang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2026-07-04T13:53:45Z","title":"Next-Gen Sponsored Search: Crafting the Perfect Query with Inventory-Aware RAG (InvAwr-RAG) Based GenAI"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.03880","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":"sha256:9f9fbecde42d15095e67dbe1ae03d02600521223cc05cb9a1be2c25d241c7ca5","target":"record","created_at":"2026-07-07T02:18:12Z","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":"891e26d71047e27607c4737ca3ce01dc027d70f469e6323a77a275dc45ba0694","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2026-07-04T13:53:45Z","title_canon_sha256":"f3d9011100ea8f19bed082a1679f4b8b2ef035449ebe8b13850be3a8b992a8da"},"schema_version":"1.0","source":{"id":"2607.03880","kind":"arxiv","version":1}},"canonical_sha256":"f58a8beb26b83a62399dd1ef407ad7404997725b98ce9e5aab66c2d1029ca9a3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f58a8beb26b83a62399dd1ef407ad7404997725b98ce9e5aab66c2d1029ca9a3","first_computed_at":"2026-07-07T02:18:12.462029Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-07T02:18:12.462029Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"4CrnDom/Dj+EN1GgOfZUPkr6jaBQVmE/cRxBuV79vum06AFYOVdhKxO9pL+KwPvZGlL2aQOL6nxdehJe7J9JDg==","signature_status":"signed_v1","signed_at":"2026-07-07T02:18:12.462725Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.03880","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9f9fbecde42d15095e67dbe1ae03d02600521223cc05cb9a1be2c25d241c7ca5","sha256:83fc153380fa07e8d9d3398358b7e9bd07653f68779dade55c2651759cc81344"],"state_sha256":"b85657bbc8f93a68e486ffb4de3e840a63bb0d94f18254c56b69b213d22bcdd1"}