{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/zero-shot-question-generation-from-knowledge","title":"Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types","arxiv_id":"1802.06842","date":"2018-02-19","proceeding":"NAACL 2018 6","authors":["Hady Elsahar","Christophe Gravier","Frederique Laforest"],"abstract":"We present a neural model for question generation from knowledge base triples\nin a \"Zero-Shot\" setup, that is generating questions for triples containing\npredicates, subject types or object types that were not seen at training time.\nOur model leverages triples occurrences in the natural language corpus in an\nencoder-decoder architecture, paired with an original part-of-speech copy\naction mechanism to generate questions. Benchmark and human evaluation show\nthat our model sets a new state-of-the-art for zero-shot QG.","url_abs":"http://arxiv.org/abs/1802.06842v1","url_pdf":"http://arxiv.org/pdf/1802.06842v1.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-question-generation-from-knowledge","repo_url":"https://github.com/NAACL2018Anonymous/submission","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"decoder","task_name":"Decoder"},{"task_slug":"knowledge-graphs","task_name":"Knowledge Graphs"},{"task_slug":"question-generation","task_name":"Question Generation"},{"task_slug":"question-generation","task_name":"Question-Generation"},{"task_slug":"zero-shot-text-search","task_name":"Zero-shot Text Search"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1802.06842","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1802.06842"}},"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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