{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:64EVXF6KRK2GJB77N2DADWUFM2","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":"56fc75168251e990648bba92d8f500230bf753a3471ff987d67d565e4caa9853","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2020-11-07T06:56:54Z","title_canon_sha256":"c4a03672b8f0ceb4afde68045ac4c2cdaabaf980c68181c7e2241af30b5b3335"},"schema_version":"1.0","source":{"id":"2011.03713","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2011.03713","created_at":"2026-07-05T01:49:58Z"},{"alias_kind":"arxiv_version","alias_value":"2011.03713v1","created_at":"2026-07-05T01:49:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2011.03713","created_at":"2026-07-05T01:49:58Z"},{"alias_kind":"pith_short_12","alias_value":"64EVXF6KRK2G","created_at":"2026-07-05T01:49:58Z"},{"alias_kind":"pith_short_16","alias_value":"64EVXF6KRK2GJB77","created_at":"2026-07-05T01:49:58Z"},{"alias_kind":"pith_short_8","alias_value":"64EVXF6K","created_at":"2026-07-05T01:49:58Z"}],"graph_snapshots":[{"event_id":"sha256:afc87da9765a0940e4d0a89032dfa124ee5c4a0a7574e53784e9c04480e7808f","target":"graph","created_at":"2026-07-05T01:49:58Z","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/2011.03713/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this article, we introduce a set of methods to naturalize text based on natural human speech. Voice-based interactions provide a natural way of interfacing with electronic systems and are seeing a widespread adaptation of late. These computerized voices can be naturalized to some degree by inserting pauses and filler words at appropriate positions. The first proposed text transformation method uses the frequency of bigrams in the training data to make appropriate insertions in the input sentence. It uses a probability distribution to choose the insertions from a set of all possible insertio","authors_text":"Ashwini M. Joshi, Parth Vipul Shah, Richa Sharma","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2020-11-07T06:56:54Z","title":"Naturalization of Text by the Insertion of Pauses and Filler Words"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2011.03713","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":"sha256:19b67d1bf0ea88b09edaf0e9d1d9b109373cb7a2c069e54f93c1c3d4d8708c19","target":"record","created_at":"2026-07-05T01:49:58Z","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":"56fc75168251e990648bba92d8f500230bf753a3471ff987d67d565e4caa9853","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2020-11-07T06:56:54Z","title_canon_sha256":"c4a03672b8f0ceb4afde68045ac4c2cdaabaf980c68181c7e2241af30b5b3335"},"schema_version":"1.0","source":{"id":"2011.03713","kind":"arxiv","version":1}},"canonical_sha256":"f7095b97ca8ab46487ff6e8601da8566907166f9b5d6c0413c433b0cbfb27d6c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f7095b97ca8ab46487ff6e8601da8566907166f9b5d6c0413c433b0cbfb27d6c","first_computed_at":"2026-07-05T01:49:58.450338Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:49:58.450338Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IAld90ARop7DD/iCK4sK2FAj2FZiqDBwjhYY4npFRtH0ZchqfCBRU6bdVTI7UpFu/+fNaK40F4sEE2wjg365Cw==","signature_status":"signed_v1","signed_at":"2026-07-05T01:49:58.450719Z","signed_message":"canonical_sha256_bytes"},"source_id":"2011.03713","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:19b67d1bf0ea88b09edaf0e9d1d9b109373cb7a2c069e54f93c1c3d4d8708c19","sha256:afc87da9765a0940e4d0a89032dfa124ee5c4a0a7574e53784e9c04480e7808f"],"state_sha256":"9a5c0475da154ebad210bb496525d07abd22e572ad9726aa77fcf13968559a40"}