Latest Articles for Natural Language Processing

Computation and Language Introducing 1-Bit Mamba: A New Approach to Language Models

Discover the efficient 1-bit Mamba model for language processing.

Shengkun Tang, Liqun Ma, Haonan Li

2025-05-20T08:45:20+00:00 ― 6 min read

Computation and Language Choosing the Right Language Model: A Pairwise Ranking Approach

Learn how pairwise ranking helps in selecting the best language model.

Roland Daynauth, Christopher Clarke, Krisztian Flautner

2025-05-19T04:28:00+00:00 ― 8 min read

Machine Learning Selective Self-Attention: A New Approach in Language Models

Selective self-attention improves language understanding by focusing on key information.

Xuechen Zhang, Xiangyu Chang, Mingchen Li

2025-05-18T19:10:40+00:00 ― 5 min read

Machine Learning Improving Sequence Labeling with New Models

A new approach enhances how we label sequence data.

Sean Papay, Roman Klinger, Sebastian Pado

2025-05-18T02:17:20+00:00 ― 7 min read

Computation and Language Improving Language Models with RedPajama Datasets

RedPajama datasets aim to enhance language model training through transparency and quality data.

Maurice Weber, Daniel Fu, Quentin Anthony

2025-05-17T21:13:20+00:00 ― 5 min read

Software Engineering Understanding Language Models: Layers and Functionality

A clear breakdown of language model components and their roles.

Dawen Zhang, Xiwei Xu, Chen Wang

2025-05-17T20:22:40+00:00 ― 10 min read

Machine Learning Introducing the Adaptable Embeddings Network for Text Classification

AEN offers efficient text classification with low processing demands.

Stan Loosmore, Alexander Titus

2025-05-17T01:48:00+00:00 ― 12 min read

Computation and Language Advancements in Long-Context Training for Language Models

Explore how AnchorAttention improves efficiency in processing long texts with language models.

Haonan Wang, Qian Liu, Chao Du

2025-05-16T13:58:40+00:00 ― 5 min read

Computation and Language Advancements in Speculative Decoding for Language Models

A closer look at how speculative decoding boosts language model performance.

Hyun Ryu, Eric Kim

2025-05-16T00:28:00+00:00 ― 6 min read

Computation and Language The Impact of Pooling Layers on LLM Performance

A look into how pooling methods affect BERT and GPT in sentiment analysis.

Jinming Xing, Ruilin Xing, Yan Sun

2025-05-15T11:22:40+00:00 ― 6 min read

Machine Learning Improving Accuracy in Retrieval-Augmented Generation Systems

This article discusses effective knowledge checking methods in RAG systems.

Shenglai Zeng, Jiankun Zhang, Bingheng Li

2025-05-15T05:53:20+00:00 ― 3 min read

Computation and Language Enhancing Named Entity Recognition with Data Augmentation Techniques

Discover how data augmentation can improve NER models in low-resource domains.

Arthur Elwing Torres, Edleno Silva de Moura, Altigran Soares da Silva

2025-05-15T04:12:00+00:00 ― 7 min read

Computation and Language Addressing Hallucinations in Language Models

Understanding how Knowledge Graphs can reduce false information in AI responses.

Ernests Lavrinovics, Russa Biswas, Johannes Bjerva

2025-05-14T12:34:40+00:00 ― 6 min read

Computation and Language Using Silly Questions to Improve Language Models

Research shows that quirky questions can enhance language model training.

Tingyuan Zhu, Shudong Liu, Yidong Wang

2025-05-14T07:56:00+00:00 ― 4 min read

Computation and Language Reassessing the Value of NLI Tasks in Evaluating LLMs

Are NLI tasks still relevant for testing large language models?

Lovish Madaan, David Esiobu, Pontus Stenetorp

2025-05-14T07:05:20+00:00 ― 6 min read

Computer Vision and Pattern Recognition Compositional Image Captioning Explained

A look at detailed image descriptions through compositional image captioning.

Hang Hua, Qing Liu, Lingzhi Zhang

2025-05-13T10:49:20+00:00 ― 6 min read

Computation and Language The Impact of Fine-Tuning on Language Models

Exploring how fine-tuning affects reasoning in language models.

Elita Lobo, Chirag Agarwal, Himabindu Lakkaraju

2025-05-13T07:52:00+00:00 ― 8 min read

Computer Vision and Pattern Recognition Making Diffusion Models More Accessible through Pruning

Research shows how to compress diffusion models while maintaining quality.

Samarth N Ramesh, Zhixue Zhao

2025-05-12T22:34:40+00:00 ― 6 min read

Computer Vision and Pattern Recognition Protecting Vision-Language Models from Attacks

A method to safeguard AI models from harmful data.

Alvi Md Ishmam, Christopher Thomas

2025-05-11T17:52:00+00:00 ― 7 min read

Computation and Language Improving Predictions with Dual Language Models

Combining two language models enhances text generation accuracy significantly.

Johannes Schneider

2025-05-11T17:01:20+00:00 ― 4 min read

Computer Vision and Pattern Recognition Enhancing Machine Learning with Language Models

Using language to improve data classification across varying settings.

Anxhelo Diko, Antonino Furnari, Luigi Cinque

2025-05-11T09:50:40+00:00 ― 6 min read

Computer Vision and Pattern Recognition Advancing Multimodal Language Models

Improving MLLMs to better follow instructions with visuals.

Te Yang, Jian Jia, Xiangyu Zhu

2025-05-11T02:14:40+00:00 ― 6 min read

Quantum Physics Advancements in Quantum Computing: QK-LSTM

Discover how QK-LSTM improves data processing efficiency.

Yu-Chao Hsu, Tai-Yu Li, Kuan-Cheng Chen

2025-05-10T11:28:52+00:00 ― 6 min read

Computation and Language The Evolution of Turkish Language Through Time

A look at how Turkish words have changed and what it means for understanding history.

Umur Togay Yazar, Mucahid Kutlu

2025-05-10T03:26:40+00:00 ― 8 min read

Computation and Language Assessing the Limitations of Tree Transformers in Language Understanding

This article examines how Tree Transformers struggle with language structure.

Michael Ginn

2025-05-09T16:53:20+00:00 ― 9 min read

Computation and Language Improving Text Classification with ConNHS

ConNHS offers a smart solution to text classification challenges.

Wei Ai, Jianbin Li, Ze Wang

2025-05-09T05:54:40+00:00 ― 7 min read

Computation and Language Testing Automatic Metrics for Summary Accuracy

This study evaluates the effectiveness of automatic metrics in measuring summary accuracy.

Sanjana Ramprasad, Byron C. Wallace

2025-05-09T00:50:40+00:00 ― 5 min read

Computation and Language Improving Language Models with Document Structure

Research shows structured documents enhance language model performance and understanding.

Kaustubh Ponkshe, Venkatapathy Subramanian, Natwar Modani

2025-05-09T00:00:00+00:00 ― 5 min read

Computation and Language Understanding Linear Text Segmentation Techniques

A look into methods and challenges in segmenting text by topics.

Iacopo Ghinassi, Lin Wang, Chris Newell

2025-05-08T23:09:20+00:00 ― 7 min read

Computation and Language Enhancing Language Models with Knowledge Graphs

Learn how knowledge-enhanced language models improve accuracy and reliability.

Alexander Fichtl, Juraj Vladika, Georg Groh

2025-05-08T13:01:20+00:00 ― 8 min read

Computation and Language Improving Music Chat Understanding with AI

Research focuses on teaching computers to grasp music conversations.

Daeyong Kwon, SeungHeon Doh, Juhan Nam

2025-05-07T14:42:30+00:00 ― 5 min read

Bioinformatics Boosting Named Entity Recognition with GRU-SCANET

Discover how GRU-SCANET enhances entity recognition in specialized fields.

Bill Gates Happi Happi, Geraud Fokou Pelap, Danai Symeonidou

2025-05-06T12:27:28+00:00 ― 8 min read

Genomics Harnessing NLP for Genomic Insights

Exploring how NLP tools help analyze and interpret genomic data.

Shuyan Cheng, Yishu Wei, Yiliang Zhou

2025-05-06T01:15:17+00:00 ― 6 min read

Information Retrieval Understanding 2D Matryoshka Training for Text

A look at how 2D Matryoshka Training improves computer text understanding.

Shuai Wang, Shengyao Zhuang, Bevan Koopman

2025-05-05T22:32:00+00:00 ― 6 min read

Computation and Language Developing a Vietnamese Language Parser with Simplified HPSG

Creating a parser for Vietnamese using advanced models and improved resources.

Duc-Vu Nguyen, Thang Chau Phan, Quoc-Nam Nguyen

2025-05-05T20:25:20+00:00 ― 7 min read

Computation and Language Efficient Information Processing with Star Attention

Star Attention improves how language models handle long sequences of text.

Shantanu Acharya, Fei Jia, Boris Ginsburg

2025-05-05T12:49:20+00:00 ― 5 min read

Computation and Language Teaching Transformers to Understand Language Better

Researchers improve transformers’ grammar skills for better language processing.

Ananjan Nandi, Christopher D. Manning, Shikhar Murty

2025-05-05T04:48:00+00:00 ― 5 min read

Computer Vision and Pattern Recognition Addressing Hallucinations in Vision-Language Models

New method reduces errors in AI image analysis and response generation.

Yudong Zhang, Ruobing Xie, Jiansheng Chen

2025-05-04T17:49:20+00:00 ― 4 min read

Computation and Language MetaphorShare: Bridging the Gap in Metaphor Research

MetaphorShare consolidates metaphor datasets for easier access and collaboration among researchers.

Joanne Boisson, Arif Mehmood, Jose Camacho-Collados

2025-05-03T21:33:20+00:00 ― 7 min read

Computer Vision and Pattern Recognition Advancing Video Question Answering with AOPath

AOPath improves how computers answer questions about videos using actions and objects.

Safaa Abdullahi Moallim Mohamud, Ho-Young Jung

2025-05-03T04:14:40+00:00 ― 6 min read