Story Completion

8 papers with code • 0 benchmarks • 2 datasets

Given a story prefix and two possible endings, determining which one is the correct (coherent) ending of the story.

Most implemented papers

AESOP: Abstract Encoding of Stories, Objects, and Pictures

adobe-research/aesop ICCV 2021

Visual storytelling and story comprehension are uniquely human skills that play a central role in how we learn about and experience the world.

Controllable Neural Story Plot Generation via Reward Shaping

lara-martin/StoryPlot-RewardShaping 27 Sep 2018

Language-modeling--based approaches to story plot generation attempt to construct a plot by sampling from a language model (LM) to predict the next character, word, or sentence to add to the story.

T-CVAE: Transformer-Based Conditioned Variational Autoencoder for Story Completion

sodawater/t-cvae International Joint Conference on Artificial Intelligence 2019

Our model uses shared attention layers for encoder and decoder, which make the most of the contextual clues, and a latent variable for learning the distribution of coherent story plots.

Sparse Text Generation

deep-spin/sparse_text_generation EMNLP 2020

Current state-of-the-art text generators build on powerful language models such as GPT-2, achieving impressive performance.

COINS: Dynamically Generating COntextualized Inference Rules for Narrative Story Completion

Heidelberg-NLP/COINS ACL 2021

Despite recent successes of large pre-trained language models in solving reasoning tasks, their inference capabilities remain opaque.

Event Transition Planning for Open-ended Text Generation

qtli/eventplanfortextgen Findings (ACL) 2022

Open-ended text generation tasks, such as dialogue generation and story completion, require models to generate a coherent continuation given limited preceding context.

Transferring Procedural Knowledge across Commonsense Tasks

1171-jpg/leap 26 Apr 2023

Stories about everyday situations are an essential part of human communication, motivating the need to develop AI agents that can reliably understand these stories.