Creative GANs for generating poems, lyrics, and metaphors
Generative models for text have substantially contributed to tasks like machine translation and language modeling, using maximum likelihood optimization (MLE). However, for creative text generation, where multiple outputs are possible and originality and uniqueness are encouraged, MLE falls short. Methods optimized for MLE lead to outputs that can be generic, repetitive and incoherent. In this work, we use a Generative Adversarial Network framework to alleviate this problem. We evaluate our framework on poetry, lyrics and metaphor datasets, each with widely different characteristics, and report better performance of our objective function over other generative models.
Code (1)
Tasks
Generative Adversarial NetworkLanguage ModelingLanguage ModellingMachine TranslationText GenerationTranslationSimilar Papers 제목 키워드 기반
MERMAID: Metaphor Generation with Symbolism and Discriminative Decoding
Generating metaphors is a challenging task as it requires a proper understanding of abstract concepts, making connections between unrelated concepts, and deviating from the literal meaning. Based on a theoretically-groun…
Language ModelingLanguage ModellingMasked Language ModelingLarge Language Model Displays Emergent Ability to Interpret Novel Literary Metaphors
Recent advances in the performance of large language models (LLMs) have sparked debate over whether, given sufficient training, high-level human abilities emerge in such generic forms of artificial intelligence (AI). Des…
Language ModelingLanguage ModellingLarge Language ModelMERMAID: Metaphor Generation with Symbolism and Discriminative Decoding
Generating metaphors is a challenging task as it requires a proper understanding of abstract concepts, making connections between unrelated concepts, and deviating from the literal meaning. In this paper, we aim to gener…
Language ModelingLanguage ModellingMasked Language ModelingSentenceControllable Ancient Chinese Lyrics Generation Based on Phrase Prototype Retrieving
Generating lyrics and poems is one of the essential downstream tasks in the Natural Language Processing (NLP) field. Current methods have performed well in some lyrics generation scenarios but need further improvements i…
CMDAG: A Chinese Metaphor Dataset with Annotated Grounds as CoT for Boosting Metaphor Generation
Metaphor is a prominent linguistic device in human language and literature, as they add color, imagery, and emphasis to enhance effective communication. This paper introduces a large-scale high quality annotated Chinese …