Headline Generation
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Benchmarks
YTSeg
Most implemented
NSINA: A News Corpus for Sinhala
Don't Just Scratch the Surface: Enhancing Word Representations for Korean with Hanja
Deep Reinforcement Learning For Sequence to Sequence Models
COBART: Controlled, Optimized, Bidirectional and Auto-Regressive Transformer for Ad Headline Generation
Few-Shot Text Generation with Pattern-Exploiting Training
Papers
COBART: Controlled, Optimized, Bidirectional and Auto-Regressive Transformer for Ad Headline Generation
Online ads are essential to all businesses and ad headlines are one of their core creative component. Existing methods can generate headlines automatically and also optimize their click-through-rate (CTR) and quality. Ho…
Headline GenerationAd Headline Generation using Self-Critical Masked Language Model
For any E-commerce website it is a nontrivial problem to build enduring advertisements that attract shoppers. It is hard to pass the creative quality bar of the website, especially at a large scale. We thus propose a pro…
Reinforcement LearningHeadline GenerationReinforcement Learning with Semantic Rewards Enables Low-Resource Language Expansion without Alignment Tax
Extending large language models (LLMs) to low-resource languages often incurs an "alignment tax": improvements in the target language come at the cost of catastrophic forgetting in general capabilities. We argue that thi…
Reinforcement LearningMachine TranslationHeadline GenerationPrahokBART: A Pre-trained Sequence-to-Sequence Model for Khmer Natural Language Generation
This work introduces {\it PrahokBART}, a compact pre-trained sequence-to-sequence model trained from scratch for Khmer using carefully curated Khmer and English corpora. We focus on improving the pre-training corpus qual…
Machine TranslationHeadline GenerationText SummarizationText GenerationCMHG: A Dataset and Benchmark for Headline Generation of Minority Languages in China
Minority languages in China, such as Tibetan, Uyghur, and Traditional Mongolian, face significant challenges due to their unique writing systems, which differ from international standards. This discrepancy has led to a s…
Headline GenerationBeyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models
The generation of ad headlines plays a vital role in modern advertising, where both quality and diversity are essential to engage a broad range of audience segments. Current approaches primarily optimize language models …
Reinforcement LearningHeadline Generation