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20232026
most citedQUIK: Towards End-to-End 4-Bit Inference on Generative Large Language Models

2 citations · 2 across the 10 of their papers we have counts for

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Showing 2024Show all

6 papers · 1 filter

cs.CL2024

Leveraging Open-Source Large Language Models for Native Language Identification

Yee Man Ng, Ilia Markov

Native Language Identification (NLI) - the task of identifying the native language (L1) of a person based on their writing in the second language (L2) - has applications in forensi…

cs.CL2024

Panza: Design and Analysis of a Fully-Local Personalized Text Writing Assistant

Armand Nicolicioiu, Eugenia Iofinova, Andrej Jovanovic +6

The availability of powerful open-source large language models (LLMs) opens exciting use-cases, such as using personal data to fine-tune these models to imitate a user's unique wri…

cs.CL2024

Grounding Toxicity in Real-World Events across Languages

Wondimagegnhue Tsegaye Tufa, Ilia Markov, Piek Vossen

Social media conversations frequently suffer from toxicity, creating significant issues for users, moderators, and entire communities. Events in the real world, like elections or c…

cs.CL2024

Unknown Script: Impact of Script on Cross-Lingual Transfer

Wondimagegnhue Tsegaye Tufa, Ilia Markov, Piek Vossen

Cross-lingual transfer has become an effective way of transferring knowledge between languages. In this paper, we explore an often overlooked aspect in this domain: the influence o…

cs.LG2024

Wasserstein Distances, Neuronal Entanglement, and Sparsity

Shashata Sawmya, Linghao Kong, Ilia Markov +2

Disentangling polysemantic neurons is at the core of many current approaches to interpretability of large language models. Here we attempt to study how disentanglement can be used…

cs.CL2024

Truth-value judgment in language models: 'truth directions' are context sensitive

Stefan F. Schouten, Peter Bloem, Ilia Markov +1

Recent work has demonstrated that the latent spaces of large language models (LLMs) contain directions predictive of the truth of sentences. Multiple methods recover such direction…