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As Massive Open Online Courses (MOOCs) become increasingly popular, it is promising to automatically provide extracurricular knowledge for MOOC users. Suffering from semantic drifts and lack of knowledge guidance, existing methods can not…

Computation and Language · Computer Science 2019-09-18 Jifan Yu , Chenyu Wang , Gan Luo , Lei Hou , Juanzi Li , Jie Tang , Zhiyuan Liu

We teach goal-driven agents to interactively act and speak in situated environments by training on generated curriculums. Our agents operate in LIGHT (Urbanek et al. 2019) -- a large-scale crowd-sourced fantasy text adventure game wherein…

Computation and Language · Computer Science 2022-02-28 Prithviraj Ammanabrolu , Renee Jia , Mark O. Riedl

Natural language processing for programming aims to use NLP techniques to assist programming. It is increasingly prevalent for its effectiveness in improving productivity. Distinct from natural language, a programming language is highly…

Computation and Language · Computer Science 2023-08-08 Qingfu Zhu , Xianzhen Luo , Fang Liu , Cuiyun Gao , Wanxiang Che

This paper draws together nine strategies for creative visualization activities. Teaching visualization often involves running learning activities where students perform tasks that directly support one or more topics that the teacher wishes…

This paper presents the development of a dashboard designed specifically for teachers in English as a Foreign Language (EFL) writing education. Leveraging LLMs, the dashboard facilitates the analysis of student interactions with an essay…

A long-term goal of reinforcement learning agents is to be able to perform tasks in complex real-world scenarios. The use of external information is one way of scaling agents to more complex problems. However, there is a general lack of…

Artificial Intelligence · Computer Science 2021-09-21 Adam Bignold , Francisco Cruz , Matthew E. Taylor , Tim Brys , Richard Dazeley , Peter Vamplew , Cameron Foale

In this paper, we introduce a novel natural language generation task, termed as text morphing, which targets at generating the intermediate sentences that are fluency and smooth with the two input sentences. We propose the Morphing Networks…

Computation and Language · Computer Science 2018-10-02 Shaohan Huang , Yu Wu , Furu Wei , Ming Zhou

Natural language generation tools are powerful and effective for generating content. However, language models are known to display bias and fairness issues, making them impractical to deploy for many use cases. We here focus on how fairness…

Computation and Language · Computer Science 2024-05-03 Kevin Stowe , Benny Longwill , Alyssa Francis , Tatsuya Aoyama , Debanjan Ghosh , Swapna Somasundaran

Many supervised learning tasks are emerged in dual forms, e.g., English-to-French translation vs. French-to-English translation, speech recognition vs. text to speech, and image classification vs. image generation. Two dual tasks have…

Machine Learning · Computer Science 2017-07-04 Yingce Xia , Tao Qin , Wei Chen , Jiang Bian , Nenghai Yu , Tie-Yan Liu

There has been a recent explosion in applications for dialogue interaction ranging from direction-giving and tourist information to interactive story systems. Yet the natural language generation (NLG) component for many of these systems…

Computation and Language · Computer Science 2017-08-30 Stephanie M. Lukin , Lena I. Reed , Marilyn A. Walker

Large Language Models (LLMs) have proven their worth across a diverse spectrum of disciplines. LLMs have shown great potential in Procedural Content Generation (PCG) as well, but directly generating a level through a pre-trained LLM is…

Computation and Language · Computer Science 2024-05-14 Muhammad U. Nasir , Steven James , Julian Togelius

Recently, the emergence of large language models (LLMs) has unlocked new opportunities for procedural content generation. However, recent attempts mainly focus on level generation for specific games with defined game rules such as Super…

Artificial Intelligence · Computer Science 2024-05-31 Chengpeng Hu , Yunlong Zhao , Jialin Liu

Procedurally generating cohesive and interesting game environments is challenging and time-consuming. In order for the relationships between the game elements to be natural, common-sense has to be encoded into arrangement of the elements.…

This paper surveys the current state of the art in Natural Language Generation (NLG), defined as the task of generating text or speech from non-linguistic input. A survey of NLG is timely in view of the changes that the field has undergone…

Computation and Language · Computer Science 2018-01-30 Albert Gatt , Emiel Krahmer

The widespread use of English as a Second or Foreign Language (ESFL) has sparked a paradigm shift: ESFL is not seen merely as a deviation from standard English but as a distinct linguistic system in its own right. This shift highlights the…

Computation and Language · Computer Science 2026-04-13 Wenxi Li , Xihao Wang , Weiwei Sun

A common and effective means for improving language model capabilities involves finetuning a ``student'' language model's parameters on generations from a more proficient ``teacher'' model. Termed ``synthetic data'', these generations are…

We present a novel framework for learning to interpret and generate language using only perceptual context as supervision. We demonstrate its capabilities by developing a system that learns to sportscast simulated robot soccer games in both…

Computation and Language · Computer Science 2014-06-02 David L. Chen , Joohyun Kim , Raymond J. Mooney

This is a very short paper that briefly discusses some of the tasks that NLG systems perform. It is of no research interest, but I have occasionally found it useful as a way of introducing NLG to potential project collaborators who know…

cmp-lg · Computer Science 2008-02-03 Ehud Reiter

While Large Language Models (LLMs) have achieved remarkable success in formal learning tasks such as mathematics and code generation, they still struggle with the "practical wisdom" and generalizable intelligence, such as strategic…

Computation and Language · Computer Science 2026-01-12 Nuoyan Lyu , Bingbing Xu , Weihao Meng , Yige Yuan , Yang Zhang , Zhiyong Huang , Tat-Seng Chua , Huawei Shen

Recent advances in generative artificial intelligence (AI) have captured worldwide attention. Tools such as Dalle-2 and ChatGPT suggest that tasks previously thought to be beyond the capabilities of AI may now augment the productivity of…

Computer Vision and Pattern Recognition · Computer Science 2023-05-05 Daniel Leiker , Ashley Ricker Gyllen , Ismail Eldesouky , Mutlu Cukurova