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ZSDG enables an end-to-end generative dialog system to generalize\nto a new domain for which only a domain description is provided and no training\ndialogs are available. Then a novel learning framework, Action Matching, is\nproposed. This algorithm can learn a cross-domain embedding space that models\nthe semantics of dialog responses which, in turn, lets a neural dialog\ngeneration model generalize to new domains. We evaluate our methods on a new\nsynthetic dialog dataset, and an existing human-human dialog dataset. Results\nshow that our method has superior performance in learning dialog models that\nrapidly adapt their behavior to new domains and suggests promising future\nresearch.","url_abs":"http://arxiv.org/abs/1805.04803v1","url_pdf":"http://arxiv.org/pdf/1805.04803v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"zero-shot-dialog-generation-with-cross-domain","repo_url":"https://github.com/snakeztc/NeuralDialog-ZSDG","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"zero-shot-dialog-generation-with-cross-domain","repo_url":"https://github.com/snakeztc/SimDial","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"dialogue-generation","task_name":"Dialogue Generation"},{"task_slug":"goal-oriented-dialog","task_name":"Goal-Oriented Dialog"},{"task_slug":"text-generation","task_name":"Text Generation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1805.04803","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1805.04803"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. 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