{"work":{"id":"5e06c7f2-e43a-4c73-b898-2848e095ff14","openalex_id":null,"doi":null,"arxiv_id":"1805.04833","raw_key":null,"title":"Hierarchical Neural Story Generation","authors":null,"authors_text":"Angela Fan, Mike Lewis, and Yann Dauphin","year":2018,"venue":"cs.CL","abstract":"We explore story generation: creative systems that can build coherent and fluent passages of text about a topic. We collect a large dataset of 300K human-written stories paired with writing prompts from an online forum. Our dataset enables hierarchical story generation, where the model first generates a premise, and then transforms it into a passage of text. We gain further improvements with a novel form of model fusion that improves the relevance of the story to the prompt, and adding a new gated multi-scale self-attention mechanism to model long-range context. Experiments show large improvements over strong baselines on both automated and human evaluations. Human judges prefer stories generated by our approach to those from a strong non-hierarchical model by a factor of two to one.","external_url":"https://arxiv.org/abs/1805.04833","cited_by_count":null,"metadata_source":"pith","metadata_fetched_at":"2026-05-25T07:35:29.566592+00:00","pith_arxiv_id":"1805.04833","created_at":"2026-05-10T06:51:46.391536+00:00","updated_at":"2026-05-25T07:35:29.566592+00:00","title_quality_ok":true,"display_title":"Hierarchical neural story generation.CoRR, abs/1805.04833","render_title":"Hierarchical neural story generation.CoRR, abs/1805.04833"},"hub":{"state":{"work_id":"5e06c7f2-e43a-4c73-b898-2848e095ff14","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":22,"external_cited_by_count":null,"distinct_field_count":6,"first_pith_cited_at":"2019-07-18T19:29:29+00:00","last_pith_cited_at":"2026-05-22T14:04:25+00:00","author_build_status":"not_needed","summary_status":"needed","contexts_status":"needed","graph_status":"needed","ask_index_status":"not_needed","reader_status":"not_needed","recognition_status":"not_needed","updated_at":"2026-05-27T13:47:39.371619+00:00","tier_text":"hub"},"tier":"hub","role_counts":[{"context_role":"background","n":1},{"context_role":"baseline","n":1},{"context_role":"dataset","n":1},{"context_role":"other","n":1}],"polarity_counts":[{"context_polarity":"background","n":1},{"context_polarity":"baseline","n":1},{"context_polarity":"unclear","n":1},{"context_polarity":"use_dataset","n":1}],"runs":{},"summary":{},"graph":{},"authors":[]}}