{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:ROAATOBSWLWA6R7B3SRNMCWXNL","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":"ed03c5bde5254c57fad3851988084cb46dee5703e0231c45de0d17d5f9b845ff","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-01-27T21:28:57Z","title_canon_sha256":"30e039fa8cb58d7a08654e3386aa43bb86f4570b1ab979e7f6a603f360337475"},"schema_version":"1.0","source":{"id":"1701.08198","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1701.08198","created_at":"2026-05-18T00:51:56Z"},{"alias_kind":"arxiv_version","alias_value":"1701.08198v1","created_at":"2026-05-18T00:51:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1701.08198","created_at":"2026-05-18T00:51:56Z"},{"alias_kind":"pith_short_12","alias_value":"ROAATOBSWLWA","created_at":"2026-05-18T12:31:39Z"},{"alias_kind":"pith_short_16","alias_value":"ROAATOBSWLWA6R7B","created_at":"2026-05-18T12:31:39Z"},{"alias_kind":"pith_short_8","alias_value":"ROAATOBS","created_at":"2026-05-18T12:31:39Z"}],"graph_snapshots":[{"event_id":"sha256:3ccfd641da659618f0c7811764df33c5a4101b8739896d1803efa530f21e4848","target":"graph","created_at":"2026-05-18T00:51:56Z","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":"The recent application of RNN encoder-decoder models has resulted in substantial progress in fully data-driven dialogue systems, but evaluation remains a challenge. An adversarial loss could be a way to directly evaluate the extent to which generated dialogue responses sound like they came from a human. This could reduce the need for human evaluation, while more directly evaluating on a generative task. In this work, we investigate this idea by training an RNN to discriminate a dialogue model's samples from human-generated samples. Although we find some evidence this setup could be viable, we ","authors_text":"Anjuli Kannan, Oriol Vinyals","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-01-27T21:28:57Z","title":"Adversarial Evaluation of Dialogue Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1701.08198","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:ff251c632ed02edf2f83dfb5350e65b6ef0f31e1a9756570f2e7e796c95f1136","target":"record","created_at":"2026-05-18T00:51:56Z","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":"ed03c5bde5254c57fad3851988084cb46dee5703e0231c45de0d17d5f9b845ff","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-01-27T21:28:57Z","title_canon_sha256":"30e039fa8cb58d7a08654e3386aa43bb86f4570b1ab979e7f6a603f360337475"},"schema_version":"1.0","source":{"id":"1701.08198","kind":"arxiv","version":1}},"canonical_sha256":"8b8009b832b2ec0f47e1dca2d60ad76ace324ee1837b8ea3ab55812b46b9feef","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8b8009b832b2ec0f47e1dca2d60ad76ace324ee1837b8ea3ab55812b46b9feef","first_computed_at":"2026-05-18T00:51:56.873820Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:51:56.873820Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UKIkAWAD0717sIsEzTgGtO8+BDDco4HBpKm2AmV2u1O442DAAzp7r1P3+Rz5EMzdlLUK0inq1x+OZnH3cJgzBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:51:56.874296Z","signed_message":"canonical_sha256_bytes"},"source_id":"1701.08198","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ff251c632ed02edf2f83dfb5350e65b6ef0f31e1a9756570f2e7e796c95f1136","sha256:3ccfd641da659618f0c7811764df33c5a4101b8739896d1803efa530f21e4848"],"state_sha256":"124500cc39672c6afc2202e9916c86f03e9f2985aeb2c9dd8db77fa4b1ce6da8"}