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Improving truthfulness of headline generation

WitrynaThis paper explores improving the truthfulness in headline generation on two popular datasets. Analyzing headlines generated by the state-of-the-art encoder-decoder model, we show that the model sometimes generates untruthful headlines. We conjecture that one of the reasons lies in untruthful supervision data used for training the model. WitrynaThe column “# words” presents two values for each row: a top value is the total number of words in the headline; and the bottom value is the total number of words in the …

Improving Truthfulness of Headline Generation - ResearchGate

Witrynacern about the truthfulness of generated sum-maries: whether all facts of a generated sum-mary are mentioned in the source text. This paper explores improving the … Witryna1 前言. 本次介绍ACL2024年会议中开源的一个关于新闻标题生成的数据集——PENS，论文标题为。 这里需要提及的是：PENS数据集跟以往的不太一样（如Google News），它包含了用户信息（如阅读过的新闻，点击的次数等），这样利用该数据集 ... thistle theatre company greenock https://erinabeldds.com

Improving Truthfulness of Headline Generation

WitrynaWe introduce FunLines, a competitive game where players edit news headlines to make them funny, and where they rate the funniness of headlines edited by others. FunLines makes the humor generation process fun, interactive, collaborative, rewarding and educational, keeping players engaged and providing humor data at a very low cost … Witryna2 maj 2024 · Thispaper explores improving the truthfulness inheadline generation on two popular datasets.Analyzing headlines generated by the state-of-the-art encoder-decoder model, we showthat the model sometimes generates untruthfulheadlines. We conjecture that one of the rea-sons lies in untruthful supervision data usedfor training … Witryna2 maj 2024 · Thispaper explores improving the truthfulness inheadline generation on two popular datasets.Analyzing headlines generated by the state-of-the-art encoder … thistle the whistle pig

Improving Truthfulness of Headline Generation - ResearchGate

Category:Improving Truthfulness of Headline Generation - NASA/ADS

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Improving truthfulness of headline generation

Improving Truthfulness of Headline Generation - 百度学术

WitrynaDatasets created in the paper "Improving Truthfulness of Headline Generation" - headline-entailment/README.md at master · nlp-titech/headline-entailment Witryna1 sty 2024 · Usually, headline generation is regarded as a special task of general abstractive text summarization, and the majority of existing studies could be easily …

Improving truthfulness of headline generation

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WitrynaThis paper explores improving the truthfulness in headline generation on two popular datasets. Analyzing headlines generated by the state-of-the-art encoder-decoder model, we show that the model sometimes generates untruthful headlines. We conjecture that one of the reasons lies in untruthful supervision data used for training the model. Witryna2 maj 2024 · Thispaper explores improving the truthfulness inheadline generation on two popular datasets.Analyzing headlines generated by the state-of-the-art encoder-decoder model, we showthat the...

Witryna2 maj 2024 · This paper explores improving the truthfulness in headline generation on two popular datasets. Analyzing headlines generated by the state-of-the-art encoder … WitrynaThis paper explores improving the truthfulness in headline generation on two popular datasets. Analyzing headlines generated by the state-of-the-art encoder-decoder …

WitrynaIntroduced by Matsumaru et al. in Improving Truthfulness of Headline Generation The Gigaword Entailment dataset is a dataset for entailment prediction between an article … Witryna20 mar 2024 · We introduce a new task of entailment-relation-aware paraphrase generation and propose a RL-based weakly-supervised model ( ERAP) that can be trained without a task-specific corpus. Additionally, an existing NLI corpora is recasted to curate a small annotated dataset for this task, and provide performance bounds for it.

Witryna5 Improving the truthfulness of models 5.1 Headline generation models 5.2 Data preparation

WitrynaThis paper explores improving the truthfulness in headline generation on two popular datasets. Analyzing headlines generated by the state-of-the-art encoder-decoder model, we show that the model sometimes generates untruthful headlines. We conjecture that one of the reasons lies in untruthful supervision data used for training the model. thistle testing ltdWitryna1 kwi 2024 · The motivation of this research is to explore the essence of the auto-summarization generation by simulating people’s thinking logic in the process of writing abstracts, giving deep learning a certain degree of interpretability and reasoning. 2. There are a lot of repetition problems in the abstracts generated in the previous related studies. thistle the kingsley londonWitrynaThis paper explores improving the truthfulness in headline generation on two popular datasets. Analyzing headlines generated by the state-of-the-art encoder-decoder … thistlethwaite and campbell 1960Witryna2 maj 2024 · Thispaper explores improving the truthfulness inheadline generation on two popular datasets.Analyzing headlines generated by the state-of-the-art encoder … thistlethwaite fallshttp://aclanthology.lst.uni-saarland.de/people/n/naoaki-okazaki/ thistlethwaite methodWitrynaImproving Truthfulness of Headline Generation Kazuki Matsumaru, Sho Takase and Naoaki Okazaki. In Layman’s Terms: Semi-Open Relation Extraction from Scientific Texts Ruben Kruiper, Julian Vincent, Jessica Chen-Burger, Marc … thistle that looks like dandelionWitrynaThrough both automatic and human evaluation, we demonstrate that TitleStylist can generate relevant, fluent headlines with three target styles: humor, romance, and … thistlethwaite americana