{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:GS4PILN6IJ3IE5YBJ4TE4KQOD3","short_pith_number":"pith:GS4PILN6","schema_version":"1.0","canonical_sha256":"34b8f42dbe42768277014f264e2a0e1eead1a2a4403e4be9bc5197d89bcd9a1c","source":{"kind":"arxiv","id":"2401.09785","version":2},"attestation_state":"computed","paper":{"title":"Instant Answering in E-Commerce Buyer-Seller Messaging using Message-to-Question Reformulation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Besnik Fetahu, Nikhita Vedula, Oleg Rokhlenko, Qun Song, Shervin Malmasi, Tejas Mehta","submitted_at":"2024-01-18T08:09:27Z","abstract_excerpt":"E-commerce customers frequently seek detailed product information for purchase decisions, commonly contacting sellers directly with extended queries. This manual response requirement imposes additional costs and disrupts buyer's shopping experience with response time fluctuations ranging from hours to days. We seek to automate buyer inquiries to sellers in a leading e-commerce store using a domain-specific federated Question Answering (QA) system. The main challenge is adapting current QA systems, designed for single questions, to address detailed customer queries. We address this with a low-l"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2401.09785","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-01-18T08:09:27Z","cross_cats_sorted":[],"title_canon_sha256":"e5b3d69d0d3335e8c686101ee80f29a7e326acbd537b2ac4f91a39251e948f07","abstract_canon_sha256":"f301da73874db2bac13c9e407986dfa826c6f6a74d2a8f047c3a99e9beafd698"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:38:54.125448Z","signature_b64":"/1r+uDP+36n61u8Ocl/+/05C6XiyfDJeP3kslpI20nec8Ek6MR5Let4rSxoZTzCkExhLqd9iJhPxV37gYiMABg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"34b8f42dbe42768277014f264e2a0e1eead1a2a4403e4be9bc5197d89bcd9a1c","last_reissued_at":"2026-07-05T07:38:54.124995Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:38:54.124995Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Instant Answering in E-Commerce Buyer-Seller Messaging using Message-to-Question Reformulation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Besnik Fetahu, Nikhita Vedula, Oleg Rokhlenko, Qun Song, Shervin Malmasi, Tejas Mehta","submitted_at":"2024-01-18T08:09:27Z","abstract_excerpt":"E-commerce customers frequently seek detailed product information for purchase decisions, commonly contacting sellers directly with extended queries. This manual response requirement imposes additional costs and disrupts buyer's shopping experience with response time fluctuations ranging from hours to days. We seek to automate buyer inquiries to sellers in a leading e-commerce store using a domain-specific federated Question Answering (QA) system. The main challenge is adapting current QA systems, designed for single questions, to address detailed customer queries. We address this with a low-l"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.09785","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2401.09785/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2401.09785","created_at":"2026-07-05T07:38:54.125058+00:00"},{"alias_kind":"arxiv_version","alias_value":"2401.09785v2","created_at":"2026-07-05T07:38:54.125058+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.09785","created_at":"2026-07-05T07:38:54.125058+00:00"},{"alias_kind":"pith_short_12","alias_value":"GS4PILN6IJ3I","created_at":"2026-07-05T07:38:54.125058+00:00"},{"alias_kind":"pith_short_16","alias_value":"GS4PILN6IJ3IE5YB","created_at":"2026-07-05T07:38:54.125058+00:00"},{"alias_kind":"pith_short_8","alias_value":"GS4PILN6","created_at":"2026-07-05T07:38:54.125058+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3","json":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3.json","graph_json":"https://pith.science/api/pith-number/GS4PILN6IJ3IE5YBJ4TE4KQOD3/graph.json","events_json":"https://pith.science/api/pith-number/GS4PILN6IJ3IE5YBJ4TE4KQOD3/events.json","paper":"https://pith.science/paper/GS4PILN6"},"agent_actions":{"view_html":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3","download_json":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3.json","view_paper":"https://pith.science/paper/GS4PILN6","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2401.09785&json=true","fetch_graph":"https://pith.science/api/pith-number/GS4PILN6IJ3IE5YBJ4TE4KQOD3/graph.json","fetch_events":"https://pith.science/api/pith-number/GS4PILN6IJ3IE5YBJ4TE4KQOD3/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3/action/timestamp_anchor","attest_storage":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3/action/storage_attestation","attest_author":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3/action/author_attestation","sign_citation":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3/action/citation_signature","submit_replication":"https://pith.science/pith/GS4PILN6IJ3IE5YBJ4TE4KQOD3/action/replication_record"}},"created_at":"2026-07-05T07:38:54.125058+00:00","updated_at":"2026-07-05T07:38:54.125058+00:00"}