{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:Z56LQNTBWGYUL6N3EWMW474EQU","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":"ff020b7b372d4f4fac190a47d905dab789bb2ecc8e0e5c7919928b1a8c97b60e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-10-22T14:26:13Z","title_canon_sha256":"e838ddcf7868918c2b0a70f99ca848a997a83a09503ac0dd283ee464ac715940"},"schema_version":"1.0","source":{"id":"1810.12097","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1810.12097","created_at":"2026-05-18T00:02:04Z"},{"alias_kind":"arxiv_version","alias_value":"1810.12097v1","created_at":"2026-05-18T00:02:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1810.12097","created_at":"2026-05-18T00:02:04Z"},{"alias_kind":"pith_short_12","alias_value":"Z56LQNTBWGYU","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_16","alias_value":"Z56LQNTBWGYUL6N3","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_8","alias_value":"Z56LQNTB","created_at":"2026-05-18T12:33:04Z"}],"graph_snapshots":[{"event_id":"sha256:dae9bae83f0ee0572564b0bce65782685f98b6135bca078719b07d029b336235","target":"graph","created_at":"2026-05-18T00:02:04Z","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"},"paper":{"abstract_excerpt":"Dialogue systems and conversational agents are becoming increasingly popular in the modern society but building an agent capable of holding intelligent conversation with its users is a challenging problem for artificial intelligence. In this demo, we demonstrate a deep learning based conversational social agent called \"Ruuh\" (facebook.com/Ruuh) designed by a team at Microsoft India to converse on a wide range of topics. Ruuh needs to think beyond the utilitarian notion of merely generating \"relevant\" responses and meet a wider range of user social needs, like expressing happiness when user's f","authors_text":"Abhishek Mathur, Ankush Chatterjee, Kedhar Nath Narahari, Khyatti Gupta, Manoj Kumar Chinnakotla, Meghana Joshi, Nitya Raviprakash, Puneet Agrawal, Sneha Magapu, Sonam Damani, Umang Gupta","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-10-22T14:26:13Z","title":"Ruuh: A Deep Learning Based Conversational Social Agent"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1810.12097","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:db679cb8db6d46080d78f27f210ca2ee5170aea0699c795a71f17326f35753be","target":"record","created_at":"2026-05-18T00:02:04Z","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":"ff020b7b372d4f4fac190a47d905dab789bb2ecc8e0e5c7919928b1a8c97b60e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-10-22T14:26:13Z","title_canon_sha256":"e838ddcf7868918c2b0a70f99ca848a997a83a09503ac0dd283ee464ac715940"},"schema_version":"1.0","source":{"id":"1810.12097","kind":"arxiv","version":1}},"canonical_sha256":"cf7cb83661b1b145f9bb25996e7f848538793e73d99432114b3644d3faf790e4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cf7cb83661b1b145f9bb25996e7f848538793e73d99432114b3644d3faf790e4","first_computed_at":"2026-05-18T00:02:04.329640Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:02:04.329640Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qZjXZAgDSS87ATAOu7KhiwxmnR9yCaNtIkUVYP3+OkOr3ZGpkaztpGWUREg0I+6bfEaDGBubUa/p21SNKNJmCA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:02:04.330502Z","signed_message":"canonical_sha256_bytes"},"source_id":"1810.12097","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:db679cb8db6d46080d78f27f210ca2ee5170aea0699c795a71f17326f35753be","sha256:dae9bae83f0ee0572564b0bce65782685f98b6135bca078719b07d029b336235"],"state_sha256":"ad57e8288e827db2af6db2f97f6f86312c149eb2f5ff5720e5349d1d6efeeb0d"}