{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:VAFTC6AMMRDJ2SHIKFF5BGP5TJ","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":"56b7c0ab65d9975eeb10448e0b860f5c782075ec6356025c2c861d06c7fe7b22","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-09-21T17:48:43Z","title_canon_sha256":"bca065c1744f2423a79acf58c011cd341a71cbd63395781e320329fb4ea0e927"},"schema_version":"1.0","source":{"id":"2009.10056","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2009.10056","created_at":"2026-07-05T01:36:55Z"},{"alias_kind":"arxiv_version","alias_value":"2009.10056v1","created_at":"2026-07-05T01:36:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2009.10056","created_at":"2026-07-05T01:36:55Z"},{"alias_kind":"pith_short_12","alias_value":"VAFTC6AMMRDJ","created_at":"2026-07-05T01:36:55Z"},{"alias_kind":"pith_short_16","alias_value":"VAFTC6AMMRDJ2SHI","created_at":"2026-07-05T01:36:55Z"},{"alias_kind":"pith_short_8","alias_value":"VAFTC6AM","created_at":"2026-07-05T01:36:55Z"}],"graph_snapshots":[{"event_id":"sha256:1ec2e9ef8f120a4fb64566c24cb08469465d6e6f81276107be4f83556e73034b","target":"graph","created_at":"2026-07-05T01:36:55Z","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/2009.10056/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we focus on generating training examples for few-shot intents in the realistic imbalanced scenario. To build connections between existing many-shot intents and few-shot intents, we consider an intent as a combination of a domain and an action, and propose a composed variational natural language generator (CLANG), a transformer-based conditional variational autoencoder. CLANG utilizes two latent variables to represent the utterances corresponding to two different independent parts (domain and action) in the intent, and the latent variables are composed together to generate natura","authors_text":"Caiming Xiong, Congying Xia, Philip Yu, Richard Socher","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-09-21T17:48:43Z","title":"Composed Variational Natural Language Generation for Few-shot Intents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2009.10056","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":"sha256:0da0a0ffbe15ddadf0f1af28b9d1ac7bff365d155d8a0f79bfef5c61033180ea","target":"record","created_at":"2026-07-05T01:36:55Z","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":"56b7c0ab65d9975eeb10448e0b860f5c782075ec6356025c2c861d06c7fe7b22","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-09-21T17:48:43Z","title_canon_sha256":"bca065c1744f2423a79acf58c011cd341a71cbd63395781e320329fb4ea0e927"},"schema_version":"1.0","source":{"id":"2009.10056","kind":"arxiv","version":1}},"canonical_sha256":"a80b31780c64469d48e8514bd099fd9a5d974e81aeb97513be30e3a7c473f93d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a80b31780c64469d48e8514bd099fd9a5d974e81aeb97513be30e3a7c473f93d","first_computed_at":"2026-07-05T01:36:55.822674Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:36:55.822674Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3noauT3+9GcIV4TP2ukGpb2TndH81REIwoFlQDXoUnBK7A30kpTbpb27b29bWwnyhh20Fq5D5QW5/6Fm5aRIBg==","signature_status":"signed_v1","signed_at":"2026-07-05T01:36:55.823144Z","signed_message":"canonical_sha256_bytes"},"source_id":"2009.10056","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0da0a0ffbe15ddadf0f1af28b9d1ac7bff365d155d8a0f79bfef5c61033180ea","sha256:1ec2e9ef8f120a4fb64566c24cb08469465d6e6f81276107be4f83556e73034b"],"state_sha256":"cb7873f5a6badc3d1dfd5f14030bc8422e4841e6986f815b2c5fd1bb71ce1c11"}