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With the rapid advancement of Multimodal Large Language Models (MLLMs), numerous evaluation benchmarks have emerged. However, comprehensive assessments of their performance across diverse industrial applications remain limited. In this…

Computation and Language · Computer Science 2025-01-29 Dongyi Yi , Guibo Zhu , Chenglin Ding , Zongshu Li , Dong Yi , Jinqiao Wang

We introduce the Elsevier OA CC-BY corpus. This is the first open corpus of Scientific Research papers which has a representative sample from across scientific disciplines. This corpus not only includes the full text of the article, but…

Computation and Language · Computer Science 2020-09-16 Daniel Kershaw , Rob Koeling

The availability of large on-line text corpora provides a natural and promising bridge between the worlds of natural language processing (NLP) and machine learning (ML). In recent years, the NLP community has been aggressively investigating…

cmp-lg · Computer Science 2008-02-03 Stephen Soderland , Wendy Lehnert

Textual Question Answering (QA) aims to provide precise answers to user's questions in natural language using unstructured data. One of the most popular approaches to this goal is machine reading comprehension(MRC). In recent years, many…

Computation and Language · Computer Science 2022-02-07 Yang Bai , Daisy Zhe Wang

Large language models (LLMs) have demonstrated remarkable capabilities, but their success heavily relies on the quality of pretraining corpora. For Chinese LLMs, the scarcity of high-quality Chinese datasets presents a significant…

Computation and Language · Computer Science 2025-01-15 Yijiong Yu , Ziyun Dai , Zekun Wang , Wei Wang , Ran Chen , Ji Pei

Interacting with the legal system and the government requires the assembly and analysis of various pieces of information that can be spread across different (paper) documents, such as forms, certificates and contracts (e.g. leases). This…

Computation and Language · Computer Science 2024-12-23 Hannes Westermann , Jaromir Savelka

We identify a substantial pool of technically competent ML research talent (in the low thousands) in companies which offer consulting in machine learning. We systematically searched the internet, global business databases, and…

Data-centric AI calls for better, not just bigger, datasets. As data protection laws with extra-territorial reach proliferate worldwide, ensuring datasets are legal is an increasingly crucial yet overlooked component of ``better''. To help…

Machine Learning · Computer Science 2021-11-04 Jerrold Soh

Large language models (LLMs) use data to learn about the world in order to produce meaningful correlations and predictions. As such, the nature, scale, quality, and diversity of the datasets used to train these models, or to support their…

As software-intensive systems face growing pressure to comply with laws and regulations, providing automated support for compliance analysis has become paramount. Despite advances in the Requirements Engineering (RE) community on legal…

Software Engineering · Computer Science 2024-04-23 Shabnam Hassani , Mehrdad Sabetzadeh , Daniel Amyot , Jain Liao

Smart contract technology is reshaping conventional industry and business processes. Being embedded in blockchains, smart contracts enable the contractual terms of an agreement to be enforced automatically without the intervention of a…

Software Engineering · Computer Science 2019-12-24 Zibin Zheng , Shaoan Xie , Hong-Ning Dai , Weili Chen , Xiangping Chen , Jian Weng , Muhammad Imran

Since the introduction of the Model Context Protocol (MCP), the number of available tools for Large Language Models (LLMs) has increased significantly. These task-specific tool sets offer an alternative to general-purpose tools such as web…

Computation and Language · Computer Science 2025-12-12 Reza Esfandiarpoor , Vishwas Suryanarayanan , Stephen H. Bach , Vishal Chowdhary , Anthony Aue

The financial domain frequently deals with large numbers of long documents that are essential for daily operations. Significant effort is put towards automating financial data analysis. However, a persistent challenge, not limited to the…

Computation and Language · Computer Science 2024-06-21 Viet Dac Lai , Michael Krumdick , Charles Lovering , Varshini Reddy , Craig Schmidt , Chris Tanner

To reduce development overhead and enable seamless integration between potential components comprising any given generative AI application, the Model Context Protocol (MCP) (Anthropic, 2024) has recently been released and subsequently…

Cryptography and Security · Computer Science 2025-04-14 Brandon Radosevich , John Halloran

Over the past decade, different domain-specific languages (DSLs) were proposed to formally specify requirements stated in legal contracts, mainly for analysis but also for code generation. Symboleo is a promising language in that area.…

Software Engineering · Computer Science 2024-11-26 Mounira Nihad Zitouni , Amal Ahmed Anda , Sahil Rajpal , Daniel Amyot , John Mylopoulos

In a cloud environment, a cloud broker is an important entity that works as an independent middleware between cloud customers and providers to address issues and conduct negotiations related to satisfying both customer preferences and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-30 Hoda Taheri , Faeze Ramezani , Neda Mohammadi , Parisa Khoshdel , Bahareh Taghavi , Neda Khorasani , Saeid Abrishami , Abbas Rasoolzadegan

We describe a gold standard corpus of protest events that comprise of various local and international sources from various countries in English. The corpus contains document, sentence, and token level annotations. This corpus facilitates…

Computation and Language · Computer Science 2020-08-04 Ali Hürriyetoğlu , Erdem Yörük , Deniz Yüret , Osman Mutlu , Çağrı Yoltar , Fırat Duruşan , Burak Gürel

Word embedding is a modern distributed word representations approach widely used in many natural language processing tasks. Converting the vocabulary in a legal document into a word embedding model facilitates subjecting legal documents to…

Computation and Language · Computer Science 2022-04-01 Chun-Hsien Lin , Pu-Jen Cheng

This paper presents a groundbreaking comparison between Large Language Models and traditional legal contract reviewers, Junior Lawyers and Legal Process Outsourcers. We dissect whether LLMs can outperform humans in accuracy, speed, and cost…

Computers and Society · Computer Science 2024-01-30 Lauren Martin , Nick Whitehouse , Stephanie Yiu , Lizzie Catterson , Rivindu Perera

Automatic legal judgment prediction and its explanation suffer from the problem of long case documents exceeding tens of thousands of words, in general, and having a non-uniform structure. Predicting judgments from such documents and…

Information Retrieval · Computer Science 2024-07-01 Nishchal Prasad , Mohand Boughanem , Taoufik Dkaki
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