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Text summarization has a wide range of applications in many scenarios. The evaluation of the quality of the generated text is a complex problem. A big challenge to language evaluation is that there is a clear divergence between existing…

Computation and Language · Computer Science 2023-09-20 Ning Wu , Ming Gong , Linjun Shou , Shining Liang , Daxin Jiang

With the advancement in generative language models, the selection of prompts has gained significant attention in recent years. A prompt is an instruction or description provided by the user, serving as a guide for the generative language…

Machine Learning · Statistics 2024-05-21 Haoting Zhang , Jinghai He , Rhonda Righter , Zeyu Zheng

Much work has been done in understanding human creativity and defining measures to evaluate creativity. This is necessary mainly for the reason of having an objective and automatic way of quantifying creative artifacts. In this work, we…

Machine Learning · Computer Science 2017-07-19 Disha Shrivastava , Saneem Ahmed CG , Anirban Laha , Karthik Sankaranarayanan

Semantic annotations have to satisfy quality constraints to be useful for digital libraries, which is particularly challenging on large and diverse datasets. Confidence scores of multi-label classification methods typically refer only to…

Information Retrieval · Computer Science 2018-06-08 Martin Toepfer , Christin Seifert

Since the low quality of document images will greatly undermine the chances of success in automatic text recognition and analysis, it is necessary to assess the quality of document images uploaded in online business process, so as to reject…

Computer Vision and Pattern Recognition · Computer Science 2019-06-06 Hongyu Li , Fan Zhu , Junhua Qiu

Movies reflect society and also hold power to transform opinions. Social biases and stereotypes present in movies can cause extensive damage due to their reach. These biases are not always found to be the need of storyline but can creep in…

This project explores several Machine Learning methods to predict movie genres based on plot summaries. Naive Bayes, Word2Vec+XGBoost and Recurrent Neural Networks are used for text classification, while K-binary transformation, rank method…

Computation and Language · Computer Science 2018-01-16 Quan Hoang

Movie screenplays are rich long-form narratives that interleave complex character relationships, temporally ordered events, and dialogue-driven interactions. While prior benchmarks target individual subtasks such as question answering or…

Computation and Language · Computer Science 2026-05-27 Qiuyu Tian , Zequn Liu , Yiding Li , Fengyi Chen , Youyong Kong , Fan Guo , Yuyao Li , Jinjing Shen , Zhijing Xie , Yiyun Luo , Xin Zhang , Yingce Xia

We undertake the task of comparing lexicon-based sentiment classification of film reviews with machine learning approaches. We look at existing methodologies and attempt to emulate and improve on them using a 'given' lexicon and a…

Computation and Language · Computer Science 2019-05-14 Milan Gritta

Evaluation is the method of assessing and determining the educational system through various techniques such as verbal or viva-voice test, subjective or objective written test. This paper presents an efficient solution to evaluate the…

Machine Learning · Computer Science 2025-06-27 Tamim Al Mahmud , Md Gulzar Hussain , Sumaiya Kabir , Hasnain Ahmad , Mahmudus Sobhan

Prompting is used to guide or steer a language model in generating an appropriate response that is consistent with the desired outcome. Chaining is a strategy used to decompose complex tasks into smaller, manageable components. In this…

Computation and Language · Computer Science 2023-08-09 Dietrich Trautmann

Sentiment analysis is a common task in natural language processing that aims to detect polarity of a text document (typically a consumer review). In the simplest settings, we discriminate only between positive and negative sentiment,…

Computation and Language · Computer Science 2015-05-28 Grégoire Mesnil , Tomas Mikolov , Marc'Aurelio Ranzato , Yoshua Bengio

A multitude of factors are responsible for the overall quality of scientific papers, including readability, linguistic quality, fluency,semantic complexity, and of course domain-specific technical factors. These factors vary from one field…

Information Retrieval · Computer Science 2019-08-13 Roman Vainshtein , Gilad Katz , Bracha Shapira , Lior Rokach

Folksonomy of movies covers a wide range of heterogeneous information about movies, like the genre, plot structure, visual experiences, soundtracks, metadata, and emotional experiences from watching a movie. Being able to automatically…

Computation and Language · Computer Science 2018-08-16 Sudipta Kar , Suraj Maharjan , Thamar Solorio

This paper proposes a decision support system to aid movie investment decisions at the early stage of movie productions. The system predicts the success of a movie based on its profitability by leveraging historical data from various…

Artificial Intelligence · Computer Science 2017-06-13 Michael T. Lash , Kang Zhao

This paper presents a comprehensive survey of sentiment analysis methods for movie reviews, a benchmark task that has played a central role in advancing natural language processing. We review the evolution of techniques from early…

Information Theory · Computer Science 2026-01-15 Agnivo Gosai , Shuvodeep De , Karun Thankachan , Ramadan A. ZeinEldin , Ali W. Mohamed , Seyed J. Mousavirad

We explore the task of automatic assessment of argument quality. To that end, we actively collected 6.3k arguments, more than a factor of five compared to previously examined data. Each argument was explicitly and carefully annotated for…

Computation and Language · Computer Science 2019-09-04 Assaf Toledo , Shai Gretz , Edo Cohen-Karlik , Roni Friedman , Elad Venezian , Dan Lahav , Michal Jacovi , Ranit Aharonov , Noam Slonim

In the ever-expanding landscape of academic research, the proliferation of ideas presents a significant challenge for researchers: discerning valuable ideas from the less impactful ones. The ability to efficiently evaluate the potential of…

Computation and Language · Computer Science 2024-09-24 Yi Xu , Bo Xue , Shuqian Sheng , Cheng Deng , Jiaxin Ding , Zanwei Shen , Luoyi Fu , Xinbing Wang , Chenghu Zhou

Video-based movie genre classification has garnered considerable attention due to its various applications in recommendation systems. Prior work has typically addressed this task by adapting models from traditional video classification…

Computer Vision and Pattern Recognition · Computer Science 2023-11-09 Zhongping Zhang , Yiwen Gu , Bryan A. Plummer , Xin Miao , Jiayi Liu , Huayan Wang

Content ratings can enable audiences to determine the suitability of various media products. With the recent advent of fan fiction, the critical issue of fan fiction content ratings has emerged. Whether fan fiction content ratings are done…

Computation and Language · Computer Science 2022-12-26 Yu Qiao , James Pope