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Reproducing results in publications by distributing publicly available source code is becoming ever more popular. Given the difficulty of reproducing machine learning (ML) experiments, there have been significant efforts in reducing the…

Computation and Language · Computer Science 2021-09-09 Paul Landes , Barbara Di Eugenio , Cornelia Caragea

Recent advancement in large language models (LLMs) has offered a strong potential for natural language systems to process informal language. A representative form of informal language is slang, used commonly in daily conversations and…

Computation and Language · Computer Science 2024-04-16 Zhewei Sun , Qian Hu , Rahul Gupta , Richard Zemel , Yang Xu

In natural language processing (NLP), there is a need for more resources in Portuguese, since much of the data used in the state-of-the-art research is in other languages. In this paper, we pretrain a T5 model on the BrWac corpus, an…

Computation and Language · Computer Science 2020-10-12 Diedre Carmo , Marcos Piau , Israel Campiotti , Rodrigo Nogueira , Roberto Lotufo

Understanding the current research trends, problems, and their innovative solutions remains a bottleneck due to the ever-increasing volume of scientific articles. In this paper, we propose NLPExplorer, a completely automatic portal for…

Information Retrieval · Computer Science 2023-05-23 Monarch Parmar , Naman Jain , Pranjali Jain , P Jayakrishna Sahit , Soham Pachpande , Shruti Singh , Mayank Singh

This is a lecture note for the course DS-GA 3001 <Natural Language Understanding with Distributed Representation> at the Center for Data Science , New York University in Fall, 2015. As the name of the course suggests, this lecture note…

Computation and Language · Computer Science 2015-11-26 Kyunghyun Cho

Although there are a couple of open-source language processing pipelines available for Hungarian, none of them satisfies the requirements of today's NLP applications. A language processing pipeline should consist of close to…

Computation and Language · Computer Science 2022-01-12 György Orosz , Zsolt Szántó , Péter Berkecz , Gergő Szabó , Richárd Farkas

Linguistic typology aims to capture structural and semantic variation across the world's languages. A large-scale typology could provide excellent guidance for multilingual Natural Language Processing (NLP), particularly for languages that…

Computation and Language · Computer Science 2020-10-28 Edoardo Maria Ponti , Helen O'Horan , Yevgeni Berzak , Ivan Vulić , Roi Reichart , Thierry Poibeau , Ekaterina Shutova , Anna Korhonen

Advances in Natural Language Processing (NLP) have the potential to transform HR processes, from recruitment to employee management. While recent breakthroughs in NLP have generated significant interest in its industrial applications, a…

Computation and Language · Computer Science 2025-03-26 Naoki Otani , Nikita Bhutani , Estevam Hruschka

Natural language processing (NLP) has significantly influenced scientific domains beyond human language, including protein engineering, where pre-trained protein language models (PLMs) have demonstrated remarkable success. However,…

Computation and Language · Computer Science 2025-03-20 Yang Tan , Chen Liu , Jingyuan Gao , Banghao Wu , Mingchen Li , Ruilin Wang , Lingrong Zhang , Huiqun Yu , Guisheng Fan , Liang Hong , Bingxin Zhou

In today's software world with its cornucopia of reusable software libraries, when a programmer is faced with a programming task that they suspect can be completed through the use of a library, they often look for code examples using a…

Software Engineering · Computer Science 2021-10-08 Geert Heyman , Rafael Huysegems , Pascal Justen , Tom Van Cutsem

Data augmentation is an important component in the robustness evaluation of models in natural language processing (NLP) and in enhancing the diversity of the data they are trained on. In this paper, we present NL-Augmenter, a new…

Computation and Language · Computer Science 2022-10-14 Kaustubh D. Dhole , Varun Gangal , Sebastian Gehrmann , Aadesh Gupta , Zhenhao Li , Saad Mahamood , Abinaya Mahendiran , Simon Mille , Ashish Shrivastava , Samson Tan , Tongshuang Wu , Jascha Sohl-Dickstein , Jinho D. Choi , Eduard Hovy , Ondrej Dusek , Sebastian Ruder , Sajant Anand , Nagender Aneja , Rabin Banjade , Lisa Barthe , Hanna Behnke , Ian Berlot-Attwell , Connor Boyle , Caroline Brun , Marco Antonio Sobrevilla Cabezudo , Samuel Cahyawijaya , Emile Chapuis , Wanxiang Che , Mukund Choudhary , Christian Clauss , Pierre Colombo , Filip Cornell , Gautier Dagan , Mayukh Das , Tanay Dixit , Thomas Dopierre , Paul-Alexis Dray , Suchitra Dubey , Tatiana Ekeinhor , Marco Di Giovanni , Tanya Goyal , Rishabh Gupta , Rishabh Gupta , Louanes Hamla , Sang Han , Fabrice Harel-Canada , Antoine Honore , Ishan Jindal , Przemyslaw K. Joniak , Denis Kleyko , Venelin Kovatchev , Kalpesh Krishna , Ashutosh Kumar , Stefan Langer , Seungjae Ryan Lee , Corey James Levinson , Hualou Liang , Kaizhao Liang , Zhexiong Liu , Andrey Lukyanenko , Vukosi Marivate , Gerard de Melo , Simon Meoni , Maxime Meyer , Afnan Mir , Nafise Sadat Moosavi , Niklas Muennighoff , Timothy Sum Hon Mun , Kenton Murray , Marcin Namysl , Maria Obedkova , Priti Oli , Nivranshu Pasricha , Jan Pfister , Richard Plant , Vinay Prabhu , Vasile Pais , Libo Qin , Shahab Raji , Pawan Kumar Rajpoot , Vikas Raunak , Roy Rinberg , Nicolas Roberts , Juan Diego Rodriguez , Claude Roux , Vasconcellos P. H. S. , Ananya B. Sai , Robin M. Schmidt , Thomas Scialom , Tshephisho Sefara , Saqib N. Shamsi , Xudong Shen , Haoyue Shi , Yiwen Shi , Anna Shvets , Nick Siegel , Damien Sileo , Jamie Simon , Chandan Singh , Roman Sitelew , Priyank Soni , Taylor Sorensen , William Soto , Aman Srivastava , KV Aditya Srivatsa , Tony Sun , Mukund Varma T , A Tabassum , Fiona Anting Tan , Ryan Teehan , Mo Tiwari , Marie Tolkiehn , Athena Wang , Zijian Wang , Gloria Wang , Zijie J. Wang , Fuxuan Wei , Bryan Wilie , Genta Indra Winata , Xinyi Wu , Witold Wydmański , Tianbao Xie , Usama Yaseen , Michael A. Yee , Jing Zhang , Yue Zhang

The adoption of large language models (LLMs) as rerankers in multi-stage retrieval systems has gained significant traction in academia and industry. These models refine a candidate list of retrieved documents, often through carefully…

Information Retrieval · Computer Science 2025-05-27 Sahel Sharifymoghaddam , Ronak Pradeep , Andre Slavescu , Ryan Nguyen , Andrew Xu , Zijian Chen , Yilin Zhang , Yidi Chen , Jasper Xian , Jimmy Lin

The volume of scientific publications in organizational research becomes exceedingly overwhelming for human researchers who seek to timely extract and review knowledge. This paper introduces natural language processing (NLP) models to…

Information Retrieval · Computer Science 2021-12-14 Victor Zitian Chen , Felipe Montano-Campos , Wlodek Zadrozny , Evan Canfield

PARAGEN is a PyTorch-based NLP toolkit for further development on parallel generation. PARAGEN provides thirteen types of customizable plugins, helping users to experiment quickly with novel ideas across model architectures, optimization,…

Computation and Language · Computer Science 2022-10-10 Jiangtao Feng , Yi Zhou , Jun Zhang , Xian Qian , Liwei Wu , Zhexi Zhang , Yanming Liu , Mingxuan Wang , Lei Li , Hao Zhou

Social media data has been of interest to Natural Language Processing (NLP) practitioners for over a decade, because of its richness in information, but also challenges for automatic processing. Since language use is more informal,…

We describe our ongoing research that centres on the application of natural language processing (NLP) to software engineering and systems development activities. In particular, this paper addresses the use of NLP in the requirements…

Computation and Language · Computer Science 2014-07-24 S. G. Macdonell , K. Min , A. M. Connor

Large language models (LLMs) have become the foundation of many applications, leveraging their extensive capabilities in processing and understanding natural language. While many open-source LLMs have been released with technical reports,…

Natural Language Processing (NLP) aims to analyze text or speech via techniques in the computer science field. It serves applications in the domains of healthcare, commerce, education, and so on. Particularly, NLP has been widely applied to…

Computation and Language · Computer Science 2025-10-14 Yunshi Lan , Xinyuan Li , Hanyue Du , Xuesong Lu , Ming Gao , Weining Qian , Aoying Zhou

The development of large language models (LLMs) has been instrumental in advancing state-of-the-art natural language processing applications. Training LLMs with billions of parameters and trillions of tokens require sophisticated…

Large Language Models (LLMs) have shown remarkable proficiency in natural language understanding (NLU), opening doors for innovative applications. We introduce StreamLink - an LLM-driven distributed data system designed to improve the…

Databases · Computer Science 2025-05-29 Dawei Feng , Di Mei , Huiri Tan , Lei Ren , Xianying Lou , Zhangxi Tan