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Legal judgment prediction (LJP) applies Natural Language Processing (NLP) techniques to predict judgment results based on fact descriptions automatically. Recently, large-scale public datasets and advances in NLP research have led to…

计算与语言 · 计算机科学 2022-04-12 Junyun Cui , Xiaoyu Shen , Feiping Nie , Zheng Wang , Jinglong Wang , Yulong Chen

This paper embarks on an exploration into the Large Language Model (LLM) datasets, which play a crucial role in the remarkable advancements of LLMs. The datasets serve as the foundational infrastructure analogous to a root system that…

计算与语言 · 计算机科学 2024-02-29 Yang Liu , Jiahuan Cao , Chongyu Liu , Kai Ding , Lianwen Jin

Since state-of-the-art LLMs often underperform in languages other than English or Chinese, improving the capability of LLMs in new languages has become an essential task. Moreover, LLMs' entire end-to-end training process remains largely…

计算与语言 · 计算机科学 2025-06-30 Jinpyo Kim , Gyeongje Cho , Chanwoo Park , Jongwon Park , Jongmin Kim , Yeonkyoun So , Jaejin Lee

Large language models (LLMs) are increasingly used in healthcare, yet standardised benchmarks for evaluating guideline-based clinical reasoning are missing. This study introduces a validated dataset derived from publicly available…

计算与语言 · 计算机科学 2025-11-04 Qing Ding , Eric Hua Qing Zhang , Felix Jozsa , Julia Ive

Neural networks are increasingly used to support decision-making. To verify their reliability and adaptability, researchers and practitioners have proposed a variety of tools and methods for tasks such as NN code verification, refactoring,…

机器学习 · 计算机科学 2026-02-05 Nadia Daoudi , Jordi Cabot

Many users reading online articles in various magazines may suffer considerable difficulty in distinguishing the implicit intents in texts. In this work, we focus on automatically recognizing the political intents of a given online…

计算与语言 · 计算机科学 2023-11-06 Beomjune Kim , Eunsun Lee , Dongbin Na

NLP models have progressed drastically in recent years, according to numerous datasets proposed to evaluate performance. Questions remain, however, about how particular dataset design choices may impact the conclusions we draw about model…

计算与语言 · 计算机科学 2023-10-27 Kaiser Sun , Adina Williams , Dieuwke Hupkes

The metaphor studies community has developed numerous valuable labelled corpora in various languages over the years. Many of these resources are not only unknown to the NLP community, but are also often not easily shared among the…

计算与语言 · 计算机科学 2025-03-11 Joanne Boisson , Arif Mehmood , Jose Camacho-Collados

Performance of NLP systems is typically evaluated by collecting a large-scale dataset by means of crowd-sourcing to train a data-driven model and evaluate it on a held-out portion of the data. This approach has been shown to suffer from…

计算与语言 · 计算机科学 2024-08-12 Viktor Schlegel , Goran Nenadic , Riza Batista-Navarro

Link Prediction(LP) is an essential task over Knowledge Graphs(KGs), traditionally focussed on using and predicting the relations between entities. Textual entity descriptions have already been shown to be valuable, but models that…

机器学习 · 计算机科学 2024-07-26 Moritz Blum , Basil Ell , Hannes Ill , Philipp Cimiano

Peer reviewing is a central component in the scientific publishing process. We present the first public dataset of scientific peer reviews available for research purposes (PeerRead v1) providing an opportunity to study this important…

There are a lot of tools and resources available for processing Finnish. In this paper, we survey recent papers focusing on Finnish NLP related to many different subcategories of NLP such as parsing, generation, semantics and speech. NLP…

计算与语言 · 计算机科学 2021-09-24 Mika Hämäläinen , Khalid Alnajjar

Time series analysis has become increasingly important in various domains, and developing effective models relies heavily on high-quality benchmark datasets. Inspired by the success of Natural Language Processing (NLP) benchmark datasets in…

计算与语言 · 计算机科学 2024-10-15 Mohammad Asif Ibna Mustafa , Ferdinand Heinrich

As large and powerful neural language models are developed, researchers have been increasingly interested in developing diagnostic tools to probe them. There are many papers with conclusions of the form "observation X is found in model Y",…

计算与语言 · 计算机科学 2022-02-28 Zining Zhu , Jixuan Wang , Bai Li , Frank Rudzicz

Large annotated datasets in NLP are overwhelmingly in English. This is an obstacle to progress in other languages. Unfortunately, obtaining new annotated resources for each task in each language would be prohibitively expensive. At the same…

计算与语言 · 计算机科学 2020-10-21 Emrah Budur , Rıza Özçelik , Tunga Güngör , Christopher Potts

Compositional generalization allows efficient learning and human-like inductive biases. Since most research investigating compositional generalization in NLP is done on English, important questions remain underexplored. Do the necessary…

计算与语言 · 计算机科学 2023-06-21 Zi Wang , Daniel Hershcovich

In this paper we present AnswerCarefully, a dataset for promoting the safety and appropriateness of Japanese LLM outputs. The dataset consists of 1,800 pairs of questions and reference answers, where the questions require special attention…

计算与语言 · 计算机科学 2025-06-04 Hisami Suzuki , Satoru Katsumata , Takashi Kodama , Tetsuro Takahashi , Kouta Nakayama , Satoshi Sekine

High-quality datasets are typically required for accomplishing data-driven tasks, such as training medical diagnosis models, predicting real-time traffic conditions, or conducting experiments to validate research hypotheses. Consequently,…

信息检索 · 计算机科学 2025-09-03 Pengyue Li , Sheng Wang , Hua Dai , Zhiyu Chen , Zhifeng Bao , Brian D. Davison

There has been an increase of interest in code search using natural language. Assessing the performance of such code search models can be difficult without a readily available evaluation suite. In this paper, we present an evaluation…

软件工程 · 计算机科学 2019-10-03 Hongyu Li , Seohyun Kim , Satish Chandra