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CDS Faculty Member Tim G.

NYU Center for Data Science

The paper will be presented at the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL2025). The funding will support both computational resources for working with frontier AI models and personnel to assist with Rudners research.

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Large Language Models – Technical Overview

Viso.ai

Emergence and History of LLMs Artificial Neural Networks (ANNs) and Rule-based Models The foundation of these Computational Linguistics models (CL) dates back to the 1940s when Warren McCulloch and Walter Pitts laid the groundwork for AI. Both contain self-attention mechanisms and feed-forward neural networks.

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NLP Landscape: Germany (Industry & Meetups)

NLP People

DeepL DeepL is a Cologne-based startup that utilises deep neural networks to build state-of-the-art machine translation service. The company utilises algorithms for targeted data collection and semantic analysis to extract fine-grained information from various types of customer feedback and market opinions.

NLP 52
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Modular Deep Learning

Sebastian Ruder

Computation Function We consider a neural network $f_theta$ as a composition of functions $f_{theta_1} odot f_{theta_2} odot ldots odot f_{theta_l}$, each with their own set of parameters $theta_i$. d) Hypernetwork: A small separate neural network generates modular parameters conditioned on metadata.

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Selective Classification Can Magnify Disparities Across Groups

The Stanford AI Lab Blog

In Proceedings of the IEEE International Conference on Computer Vision, pp. Distributionally robust neural networks for group shifts: On the importance of regularization for worst-case generalization. In Association for Computational Linguistics (ACL), pp. Selective classification for deep neural networks.

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ML and NLP Research Highlights of 2021

Sebastian Ruder

In computer vision, supervised pre-trained models such as Vision Transformer [2] have been scaled up [3] and self-supervised pre-trained models have started to match their performance [4]. Transactions of the Association for Computational Linguistics, 9, 978–994. link] ↩︎ Hendricks, L.

NLP 52
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Explainable AI and ChatGPT Detection

Mlearning.ai

Classifiers based on neural networks are known to be poorly calibrated outside of their training data [3]. 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics. [7] 57th Annual Meeting of the Association for Computational Linguistics [9] C. Weigreffe, Y.