Natural Language Processing
Natural Language Processing (NLP) focuses on enabling computers to understand, interpret, and generate human language. Current research heavily emphasizes large language models (LLMs), exploring their capabilities in various tasks like question answering, text classification, and translation, while also addressing challenges such as bias, efficiency, and the need for better evaluation metrics. The field's significance lies in its potential to revolutionize numerous applications, from improving healthcare and education to enhancing information access and facilitating more effective human-computer interaction.
Papers
SpeakGer: A meta-data enriched speech corpus of German state and federal parliaments
Kai-Robin Lange, Carsten Jentsch
Enhancing literature review with LLM and NLP methods. Algorithmic trading case
Stanisław Łaniewski, Robert Ślepaczuk
Graphusion: A RAG Framework for Knowledge Graph Construction with a Global Perspective
Rui Yang, Boming Yang, Aosong Feng, Sixun Ouyang, Moritz Blum, Tianwei She, Yuang Jiang, Freddy Lecue, Jinghui Lu, Irene Li
Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing
Azmine Toushik Wasi, Wahid Faisal, Taj Ahmad, Abdur Rahman, Mst Rafia Islam
Controlled Low-Rank Adaptation with Subspace Regularization for Continued Training on Large Language Models
Yuheng Lu, Bingshuo Qian, Caixia Yuan, Huixing Jiang, Xiaojie Wang
Natural Language Processing for Human Resources: A Survey
Naoki Otani, Nikita Bhutani, Estevam Hruschka
Systematic Exploration of Dialogue Summarization Approaches for Reproducibility, Comparative Assessment, and Methodological Innovations for Advancing Natural Language Processing in Abstractive Summarization
Yugandhar Reddy Gogireddy, Jithendra Reddy Gogireddy
RAC: Efficient LLM Factuality Correction with Retrieval Augmentation
Changmao Li, Jeffrey Flanigan
$γ-$MoD: Exploring Mixture-of-Depth Adaptation for Multimodal Large Language Models
Yaxin Luo, Gen Luo, Jiayi Ji, Yiyi Zhou, Xiaoshuai Sun, Zhiqiang Shen, Rongrong Ji
Linguistically Grounded Analysis of Language Models using Shapley Head Values
Marcell Fekete, Johannes Bjerva
Metacognitive Monitoring: A Human Ability Beyond Generative Artificial Intelligence
Markus Huff, Elanur Ulakçı
Computational Approaches to Arabic-English Code-Switching
Caroline Sabty
Sarcasm Detection in a Less-Resourced Language
Lazar Đoković, Marko Robnik-Šikonja
FiRST: Finetuning Router-Selective Transformers for Input-Adaptive Latency Reduction
Akriti Jain, Saransh Sharma, Koyel Mukherjee, Soumyabrata Pal
Advancing Fairness in Natural Language Processing: From Traditional Methods to Explainability
Fanny Jourdan