Headline Generation

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 36 papers with code (86 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• NSINA: A News Corpus for Sinhala
  25 Mar 2024 4 repositories listed
  NSINA is the largest news corpus for Sinhala, available up to date.
• IT5: Text-to-text Pretraining for Italian Language Understanding and Generation
  7 Mar 2022 3 repositories listed
  We introduce IT5, the first family of encoder-decoder transformer models pretrained specifically on Italian.
• Don't Just Scratch the Surface: Enhancing Word Representations for Korean with Hanja
  25 Aug 2019 3 repositories listed
  We propose a simple yet effective approach for improving Korean word representations using additional linguistic annotation (i.
• Deep Reinforcement Learning For Sequence to Sequence Models
  24 May 2018 3 repositories listed Syntology ran 3 of 17 samples · 14 unverified
  In this survey, we consider seq2seq problems from the RL point of view and provide a formulation combining the power of RL methods in decision-making with sequence-to-sequence models that enable remembering long-term…
• Few-Shot Text Generation with Pattern-Exploiting Training
  22 Dec 2020 2 repositories listed
  Providing pretrained language models with simple task descriptions in natural language enables them to solve some tasks in a fully unsupervised fashion.
• Advances of Transformer-Based Models for News Headline Generation
  9 Jul 2020 2 repositories listed
  Pretrained language models based on Transformer architecture are the reason for recent breakthroughs in many areas of NLP, including sentiment analysis, question answering, named entity recognition.
• Question Answering as an Automatic Evaluation Metric for News Article Summarization
  2 Jun 2019 2 repositories listed
  Recent work in the field of automatic summarization and headline generation focuses on maximizing ROUGE scores for various news datasets.
• Panoramic Interests: Stylistic-Content Aware Personalized Headline Generation
  21 Jan 2025 1 repository listed
  Prevailing methods focus on user-oriented content preferences, but most of them overlook the fact that diverse stylistic preferences are integral to users' panoramic interests, leading to suboptimal personalization.
• Fact-Preserved Personalized News Headline Generation
  21 Jan 2025 1 repository listed
  In this paper, we propose a framework Fact-Preserved Personalized News Headline Generation (short for FPG), to prompt a tradeoff between personalization and consistency.
• BeliN: A Novel Corpus for Bengali Religious News Headline Generation using Contextual Feature Fusion
  2 Jan 2025 1 repository listed
  Automatic text summarization, particularly headline generation, remains a critical yet underexplored area for Bengali religious news.
• AfriHG: News headline generation for African Languages
  28 Dec 2024 1 repository listed Syntology ran 2 of 5 samples · 3 unverified
  This paper introduces AfriHG -- a news headline generation dataset created by combining from XLSum and MasakhaNEWS datasets focusing on 16 languages widely spoken by Africa.
• XL-HeadTags: Leveraging Multimodal Retrieval Augmentation for the Multilingual Generation of News Headlines and Tags
  6 Jun 2024 1 repository listed
  Millions of news articles published online daily can overwhelm readers.
• TeClass: A Human-Annotated Relevance-based Headline Classification and Generation Dataset for Telugu
  17 Apr 2024 1 repository listed
  We further demonstrate the impact of this work by fine-tuning various headline generation models using TeClass dataset.
• Mukhyansh: A Headline Generation Dataset for Indic Languages
  29 Nov 2023 1 repository listed
  The task of headline generation within the realm of Natural Language Processing (NLP) holds immense significance, as it strives to distill the true essence of textual content into concise and attention-grabbing…
• StyleBART: Decorate Pretrained Model with Style Adapters for Unsupervised Stylistic Headline Generation
  26 Oct 2023 1 repository listed
  Stylistic headline generation is the task to generate a headline that not only summarizes the content of an article, but also reflects a desired style that attracts users.
• Harnessing the Power of LLMs: Evaluating Human-AI Text Co-Creation through the Lens of News Headline Generation
  16 Oct 2023 1 repository listed
  To explore how humans can best leverage LLMs for writing and how interacting with these models affects feelings of ownership and trust in the writing process, we compared common human-AI interaction types (e.
• NumHG: A Dataset for Number-Focused Headline Generation
  4 Sep 2023 1 repository listed
  Headline generation, a key task in abstractive summarization, strives to condense a full-length article into a succinct, single line of text.
• Vārta: A Large-Scale Headline-Generation Dataset for Indic Languages
  10 May 2023 1 repository listed
  We present V\=arta, a large-scale multilingual dataset for headline generation in Indic languages.
• Contrastive Learning enhanced Author-Style Headline Generation
  7 Nov 2022 1 repository listed
  In this paper, we propose a novel Seq2Seq model called CLH3G (Contrastive Learning enhanced Historical Headlines based Headline Generation) which can use the historical headlines of the articles that the author wrote in…
• STAPI: An Automatic Scraper for Extracting Iterative Title-Text Structure from Web Documents
  1 Jun 2022 1 repository listed
  Therefore, we propose the first title-text dataset on web documents that incorporates a wide variety of domains to facilitate downstream training.
• A Character-Level Length-Control Algorithm for Non-Autoregressive Sentence Summarization
  28 May 2022 1 repository listed Syntology ran 0 of 3 samples · 3 unverified · 3 pointer-only (licence)
  Sentence summarization aims at compressing a long sentence into a short one that keeps the main gist, and has extensive real-world applications such as headline generation.
• CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision
  12 May 2022 1 repository listed
  Scientific extreme summarization (TLDR) aims to form ultra-short summaries of scientific papers.
• Transformer-based Lexically Constrained Headline Generation
  15 Sep 2021 1 repository listed
  We also consider a new headline generation strategy that takes advantage of the controllable generation order of Transformer.
• PENS: A Dataset and Generic Framework for Personalized News Headline Generation
  1 Aug 2021 1 repository listed
  To build up a benchmark for this problem, we publicize a large-scale dataset named PENS (PErsonalized News headlineS).
• ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language Generation
  3 Jun 2021 1 repository listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  In this framework, we further pre-train mBART sequence-to-sequence denoising auto-encoder model with an auxiliary task using monolingual data of three languages.
• Russian News Clustering and Headline Selection Shared Task
  3 May 2021 1 repository listed
  The presented datasets for event detection and headline selection are the first public Russian datasets for their tasks.
• Improving Truthfulness of Headline Generation
  2 May 2020 1 repository listed
  Building a binary classifier that predicts an entailment relation between an article and its headline, we filter out untruthful instances from the supervision data.
• Diverse, Controllable, and Keyphrase-Aware: A Corpus and Method for News Multi-Headline Generation
  8 Apr 2020 1 repository listed
  Furthermore, we propose a simple and effective method to mine the keyphrases of interest in the news article and build a first large-scale keyphrase-aware news headline corpus, which contains over 180K aligned triples…
• Hooks in the Headline: Learning to Generate Headlines with Controlled Styles
  4 Apr 2020 1 repository listed
  Current summarization systems only produce plain, factual headlines, but do not meet the practical needs of creating memorable titles to increase exposure.
• Attractive or Faithful? Popularity-Reinforced Learning for Inspired Headline Generation
  6 Feb 2020 1 repository listed
  To generate inspired headlines, we propose a novel framework called POpularity-Reinforced Learning for inspired Headline Generation (PORL-HG).

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.