{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:VLBQNPSCKFN2WRIWG6HQ5P6PEZ","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":"e5568a7e63ea10fc461466d41c5f5650384c47364e9e7556507397f88ab83072","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-09-09T22:03:11Z","title_canon_sha256":"7a960b74775c9ab3c9fd8b90c5a1700611da28cc71eb7dbdf914b600dc858d2f"},"schema_version":"1.0","source":{"id":"1709.03010","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1709.03010","created_at":"2026-05-18T00:35:39Z"},{"alias_kind":"arxiv_version","alias_value":"1709.03010v1","created_at":"2026-05-18T00:35:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1709.03010","created_at":"2026-05-18T00:35:39Z"},{"alias_kind":"pith_short_12","alias_value":"VLBQNPSCKFN2","created_at":"2026-05-18T12:31:49Z"},{"alias_kind":"pith_short_16","alias_value":"VLBQNPSCKFN2WRIW","created_at":"2026-05-18T12:31:49Z"},{"alias_kind":"pith_short_8","alias_value":"VLBQNPSC","created_at":"2026-05-18T12:31:49Z"}],"graph_snapshots":[{"event_id":"sha256:fe4d34cd54e59f69fab1396b48c26c7ff7b769f3348293c352c4de2755602d5a","target":"graph","created_at":"2026-05-18T00:35:39Z","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":"We propose simple and flexible training and decoding methods for influencing output style and topic in neural encoder-decoder based language generation. This capability is desirable in a variety of applications, including conversational systems, where successful agents need to produce language in a specific style and generate responses steered by a human puppeteer or external knowledge. We decompose the neural generation process into empirically easier sub-problems: a faithfulness model and a decoding method based on selective-sampling. We also describe training and sampling algorithms that bi","authors_text":"Chris Brockett, Di Wang, Eric Nyberg, Nebojsa Jojic","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-09-09T22:03:11Z","title":"Steering Output Style and Topic in Neural Response Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1709.03010","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":"sha256:0fead6782d1124b6132e805c3f7f6242ad3413b9393edb5558477896aa60f6c5","target":"record","created_at":"2026-05-18T00:35:39Z","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":"e5568a7e63ea10fc461466d41c5f5650384c47364e9e7556507397f88ab83072","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-09-09T22:03:11Z","title_canon_sha256":"7a960b74775c9ab3c9fd8b90c5a1700611da28cc71eb7dbdf914b600dc858d2f"},"schema_version":"1.0","source":{"id":"1709.03010","kind":"arxiv","version":1}},"canonical_sha256":"aac306be42515bab4516378f0ebfcf267254136c6b30395558520257eff2ba7a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"aac306be42515bab4516378f0ebfcf267254136c6b30395558520257eff2ba7a","first_computed_at":"2026-05-18T00:35:39.695177Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:35:39.695177Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JdefKHKxRQJNYBb+gTtAvBKtJfKfevoN7nMcna4jQosnIiwk7M1DZ1bx4fL2jndcAoqj5JXN0J8RggnwZtTRAA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:35:39.695873Z","signed_message":"canonical_sha256_bytes"},"source_id":"1709.03010","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0fead6782d1124b6132e805c3f7f6242ad3413b9393edb5558477896aa60f6c5","sha256:fe4d34cd54e59f69fab1396b48c26c7ff7b769f3348293c352c4de2755602d5a"],"state_sha256":"7ad720396273cfbec66e3cef0e24a362ead15639db623b9257c75bb8e690b6bf"}