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Over the past decade, extensive research efforts have been dedicated to the extraction of information from textual process descriptions. Despite the remarkable progress witnessed in natural language processing (NLP), information extraction…

Computation and Language · Computer Science 2024-07-29 Julian Neuberger , Lars Ackermann , Han van der Aa , Stefan Jablonski

Natural Language Explanation (NLE) aims to elucidate the decision-making process by providing detailed, human-friendly explanations in natural language. It helps demystify the decision-making processes of large vision-language models…

Computation and Language · Computer Science 2024-12-10 Patrick Amadeus Irawan , Genta Indra Winata , Samuel Cahyawijaya , Ayu Purwarianti

Large Language Models (LLMs) have shown much promise in powering a variety of software engineering (SE) tools. Offering natural language as an intuitive interaction mechanism, LLMs have recently been employed as conversational ``programming…

Software Engineering · Computer Science 2026-04-15 Jonan Richards

Recent advances in Pretrained Language Models (PLMs) and Large Language Models (LLMs) have demonstrated transformative capabilities across diverse domains. The field of patent analysis and innovation is not an exception, where natural…

Information Retrieval · Computer Science 2025-06-30 Homaira Huda Shomee , Zhu Wang , Sathya N. Ravi , Sourav Medya

Large Language Models (LLMs) have shown remarkable performance in various basic natural language tasks. For completing the complex task, we still need a plan for the task to guide LLMs to generate the specific solutions step by step. LLMs…

Computation and Language · Computer Science 2023-12-14 Yiduo Guo , Yaobo Liang , Chenfei Wu , Wenshan Wu , Dongyan Zhao , Nan Duan

This paper presents the development of an AI-powered workflow that uses Large Language Models (LLMs) to assist in drafting schematic architectural floor plans from natural language prompts. The proposed system interprets textual input to…

Artificial Intelligence · Computer Science 2025-09-03 Jayakrishna Duggempudi , Lu Gao , Ahmed Senouci , Zhe Han , Yunpeng Zhang

Natural language processing (NLP) has recently gained relevance within financial institutions by providing highly valuable insights into companies and markets' financial documents. However, the landscape of the financial domain presents…

Computation and Language · Computer Science 2024-01-29 Pau Rodriguez Inserte , Mariam Nakhlé , Raheel Qader , Gaetan Caillaut , Jingshu Liu

Large Language Models(LLMs)have become effective tools for natural language processing and have been used in many different fields. This essay offers a succinct summary of various LLM subcategories. The survey emphasizes recent developments…

Computation and Language · Computer Science 2023-07-21 Saurabh Pahune , Manoj Chandrasekharan

Behavioral testing in NLP allows fine-grained evaluation of systems by examining their linguistic capabilities through the analysis of input-output behavior. Unfortunately, existing work on behavioral testing in Machine Translation (MT) is…

Computation and Language · Computer Science 2023-11-06 Javier Ferrando , Matthias Sperber , Hendra Setiawan , Dominic Telaar , Saša Hasan

While large language models (LLMs) have exhibited impressive conversational capabilities, their proficiency in delivering personalized responses remains unclear. Although recent benchmarks automatically evaluate persona consistency in…

Computation and Language · Computer Science 2026-02-05 Saleh Afzoon , Zahra Jamali , Usman Naseem , Amin Beheshti

Large Language Models (LLMs) have gained significant attention in the field of natural language processing (NLP) due to their wide range of applications. However, training LLMs for languages other than English poses significant challenges,…

Computation and Language · Computer Science 2024-05-20 Yudong Li , Yuhao Feng , Wen Zhou , Zhe Zhao , Linlin Shen , Cheng Hou , Xianxu Hou

Digital transformation (DX) has recently become a pressing issue for many companies as the latest digital technologies, such as artificial intelligence and the Internet of Things, can be easily utilized. However, devising new business…

Other Computer Science · Computer Science 2024-06-11 Masahiro Watanabe , Naoshi Uchihira

The latest advancements in AI and deep learning have led to a breakthrough in large language model (LLM)-based agents such as GPT-4. However, many commercial conversational agent development tools are pipeline-based and have limitations in…

Computation and Language · Computer Science 2023-09-08 Mina Foosherian , Hendrik Purwins , Purna Rathnayake , Touhidul Alam , Rui Teimao , Klaus-Dieter Thoben

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

This paper introduces a novel Large Language Models (LLMs)-assisted agent that automatically converts natural-language descriptions of power system optimization scenarios into compact, solver-ready formulations and generates corresponding…

Artificial Intelligence · Computer Science 2025-08-12 Yunkai Hu , Tianqiao Zhao , Meng Yue

In the wake of relentless digital transformation, data-driven solutions are emerging as powerful tools to address multifarious industrial tasks such as forecasting, anomaly detection, planning, and even complex decision-making. Although…

Artificial Intelligence · Computer Science 2023-10-18 Xu Yang , Xiao Yang , Weiqing Liu , Jinhui Li , Peng Yu , Zeqi Ye , Jiang Bian

Large language models (LLMs) have been shown to be able to perform new tasks based on a few demonstrations or natural language instructions. While these capabilities have led to widespread adoption, most LLMs are developed by resource-rich…

Computation and Language · Computer Science 2023-06-28 BigScience Workshop , : , Teven Le Scao , Angela Fan , Christopher Akiki , Ellie Pavlick , Suzana Ilić , Daniel Hesslow , Roman Castagné , Alexandra Sasha Luccioni , François Yvon , Matthias Gallé , Jonathan Tow , Alexander M. Rush , Stella Biderman , Albert Webson , Pawan Sasanka Ammanamanchi , Thomas Wang , Benoît Sagot , Niklas Muennighoff , Albert Villanova del Moral , Olatunji Ruwase , Rachel Bawden , Stas Bekman , Angelina McMillan-Major , Iz Beltagy , Huu Nguyen , Lucile Saulnier , Samson Tan , Pedro Ortiz Suarez , Victor Sanh , Hugo Laurençon , Yacine Jernite , Julien Launay , Margaret Mitchell , Colin Raffel , Aaron Gokaslan , Adi Simhi , Aitor Soroa , Alham Fikri Aji , Amit Alfassy , Anna Rogers , Ariel Kreisberg Nitzav , Canwen Xu , Chenghao Mou , Chris Emezue , Christopher Klamm , Colin Leong , Daniel van Strien , David Ifeoluwa Adelani , Dragomir Radev , Eduardo González Ponferrada , Efrat Levkovizh , Ethan Kim , Eyal Bar Natan , Francesco De Toni , Gérard Dupont , Germán Kruszewski , Giada Pistilli , Hady Elsahar , Hamza Benyamina , Hieu Tran , Ian Yu , Idris Abdulmumin , Isaac Johnson , Itziar Gonzalez-Dios , Javier de la Rosa , Jenny Chim , Jesse Dodge , Jian Zhu , Jonathan Chang , Jörg Frohberg , Joseph Tobing , Joydeep Bhattacharjee , Khalid Almubarak , Kimbo Chen , Kyle Lo , Leandro Von Werra , Leon Weber , Long Phan , Loubna Ben allal , Ludovic Tanguy , Manan Dey , Manuel Romero Muñoz , Maraim Masoud , María Grandury , Mario Šaško , Max Huang , Maximin Coavoux , Mayank Singh , Mike Tian-Jian Jiang , Minh Chien Vu , Mohammad A. Jauhar , Mustafa Ghaleb , Nishant Subramani , Nora Kassner , Nurulaqilla Khamis , Olivier Nguyen , Omar Espejel , Ona de Gibert , Paulo Villegas , Peter Henderson , Pierre Colombo , Priscilla Amuok , Quentin Lhoest , Rheza Harliman , Rishi Bommasani , Roberto Luis López , Rui Ribeiro , Salomey Osei , Sampo Pyysalo , Sebastian Nagel , Shamik Bose , Shamsuddeen Hassan Muhammad , Shanya Sharma , Shayne Longpre , Somaieh Nikpoor , Stanislav Silberberg , Suhas Pai , Sydney Zink , Tiago Timponi Torrent , Timo Schick , Tristan Thrush , Valentin Danchev , Vassilina Nikoulina , Veronika Laippala , Violette Lepercq , Vrinda Prabhu , Zaid Alyafeai , Zeerak Talat , Arun Raja , Benjamin Heinzerling , Chenglei Si , Davut Emre Taşar , Elizabeth Salesky , Sabrina J. Mielke , Wilson Y. Lee , Abheesht Sharma , Andrea Santilli , Antoine Chaffin , Arnaud Stiegler , Debajyoti Datta , Eliza Szczechla , Gunjan Chhablani , Han Wang , Harshit Pandey , Hendrik Strobelt , Jason Alan Fries , Jos Rozen , Leo Gao , Lintang Sutawika , M Saiful Bari , Maged S. Al-shaibani , Matteo Manica , Nihal Nayak , Ryan Teehan , Samuel Albanie , Sheng Shen , Srulik Ben-David , Stephen H. Bach , Taewoon Kim , Tali Bers , Thibault Fevry , Trishala Neeraj , Urmish Thakker , Vikas Raunak , Xiangru Tang , Zheng-Xin Yong , Zhiqing Sun , Shaked Brody , Yallow Uri , Hadar Tojarieh , Adam Roberts , Hyung Won Chung , Jaesung Tae , Jason Phang , Ofir Press , Conglong Li , Deepak Narayanan , Hatim Bourfoune , Jared Casper , Jeff Rasley , Max Ryabinin , Mayank Mishra , Minjia Zhang , Mohammad Shoeybi , Myriam Peyrounette , Nicolas Patry , Nouamane Tazi , Omar Sanseviero , Patrick von Platen , Pierre Cornette , Pierre François Lavallée , Rémi Lacroix , Samyam Rajbhandari , Sanchit Gandhi , Shaden Smith , Stéphane Requena , Suraj Patil , Tim Dettmers , Ahmed Baruwa , Amanpreet Singh , Anastasia Cheveleva , Anne-Laure Ligozat , Arjun Subramonian , Aurélie Névéol , Charles Lovering , Dan Garrette , Deepak Tunuguntla , Ehud Reiter , Ekaterina Taktasheva , Ekaterina Voloshina , Eli Bogdanov , Genta Indra Winata , Hailey Schoelkopf , Jan-Christoph Kalo , Jekaterina Novikova , Jessica Zosa Forde , Jordan Clive , Jungo Kasai , Ken Kawamura , Liam Hazan , Marine Carpuat , Miruna Clinciu , Najoung Kim , Newton Cheng , Oleg Serikov , Omer Antverg , Oskar van der Wal , Rui Zhang , Ruochen Zhang , Sebastian Gehrmann , Shachar Mirkin , Shani Pais , Tatiana Shavrina , Thomas Scialom , Tian Yun , Tomasz Limisiewicz , Verena Rieser , Vitaly Protasov , Vladislav Mikhailov , Yada Pruksachatkun , Yonatan Belinkov , Zachary Bamberger , Zdeněk Kasner , Alice Rueda , Amanda Pestana , Amir Feizpour , Ammar Khan , Amy Faranak , Ana Santos , Anthony Hevia , Antigona Unldreaj , Arash Aghagol , Arezoo Abdollahi , Aycha Tammour , Azadeh HajiHosseini , Bahareh Behroozi , Benjamin Ajibade , Bharat Saxena , Carlos Muñoz Ferrandis , Daniel McDuff , Danish Contractor , David Lansky , Davis David , Douwe Kiela , Duong A. Nguyen , Edward Tan , Emi Baylor , Ezinwanne Ozoani , Fatima Mirza , Frankline Ononiwu , Habib Rezanejad , Hessie Jones , Indrani Bhattacharya , Irene Solaiman , Irina Sedenko , Isar Nejadgholi , Jesse Passmore , Josh Seltzer , Julio Bonis Sanz , Livia Dutra , Mairon Samagaio , Maraim Elbadri , Margot Mieskes , Marissa Gerchick , Martha Akinlolu , Michael McKenna , Mike Qiu , Muhammed Ghauri , Mykola Burynok , Nafis Abrar , Nazneen Rajani , Nour Elkott , Nour Fahmy , Olanrewaju Samuel , Ran An , Rasmus Kromann , Ryan Hao , Samira Alizadeh , Sarmad Shubber , Silas Wang , Sourav Roy , Sylvain Viguier , Thanh Le , Tobi Oyebade , Trieu Le , Yoyo Yang , Zach Nguyen , Abhinav Ramesh Kashyap , Alfredo Palasciano , Alison Callahan , Anima Shukla , Antonio Miranda-Escalada , Ayush Singh , Benjamin Beilharz , Bo Wang , Caio Brito , Chenxi Zhou , Chirag Jain , Chuxin Xu , Clémentine Fourrier , Daniel León Periñán , Daniel Molano , Dian Yu , Enrique Manjavacas , Fabio Barth , Florian Fuhrimann , Gabriel Altay , Giyaseddin Bayrak , Gully Burns , Helena U. Vrabec , Imane Bello , Ishani Dash , Jihyun Kang , John Giorgi , Jonas Golde , Jose David Posada , Karthik Rangasai Sivaraman , Lokesh Bulchandani , Lu Liu , Luisa Shinzato , Madeleine Hahn de Bykhovetz , Maiko Takeuchi , Marc Pàmies , Maria A Castillo , Marianna Nezhurina , Mario Sänger , Matthias Samwald , Michael Cullan , Michael Weinberg , Michiel De Wolf , Mina Mihaljcic , Minna Liu , Moritz Freidank , Myungsun Kang , Natasha Seelam , Nathan Dahlberg , Nicholas Michio Broad , Nikolaus Muellner , Pascale Fung , Patrick Haller , Ramya Chandrasekhar , Renata Eisenberg , Robert Martin , Rodrigo Canalli , Rosaline Su , Ruisi Su , Samuel Cahyawijaya , Samuele Garda , Shlok S Deshmukh , Shubhanshu Mishra , Sid Kiblawi , Simon Ott , Sinee Sang-aroonsiri , Srishti Kumar , Stefan Schweter , Sushil Bharati , Tanmay Laud , Théo Gigant , Tomoya Kainuma , Wojciech Kusa , Yanis Labrak , Yash Shailesh Bajaj , Yash Venkatraman , Yifan Xu , Yingxin Xu , Yu Xu , Zhe Tan , Zhongli Xie , Zifan Ye , Mathilde Bras , Younes Belkada , Thomas Wolf

Large language models (LLMs) have achieved remarkable performance in language understanding and generation tasks by leveraging vast amounts of online texts. Unlike conventional models, LLMs can adapt to new domains through prompt…

Artificial Intelligence · Computer Science 2024-06-18 Ming Cheung

Large language models (LLMs) have achieved remarkable breakthroughs in new dialogue capabilities by leveraging instruction tuning, which refreshes human impressions of dialogue systems. The long-standing goal of dialogue systems is to be…

Computation and Language · Computer Science 2024-04-01 Jiao Ou , Junda Lu , Che Liu , Yihong Tang , Fuzheng Zhang , Di Zhang , Kun Gai

Large Language Models (LLMs) have showcased remarkable capabilities surpassing conventional NLP challenges, creating opportunities for use in production use cases. Towards this goal, there is a notable shift to building compound AI systems,…