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Beyond memorization: Violating privacy via inference with large language models
Current privacy research on large language models (LLMs) primarily focuses on the issue of
extracting memorized training data. At the same time, models' inference capabilities have …
extracting memorized training data. At the same time, models' inference capabilities have …
What demographic attributes do our digital footprints reveal? A systematic review
To what extent does our online activity reveal who we are? Recent research has
demonstrated that the digital traces left by individuals as they browse and interact with …
demonstrated that the digital traces left by individuals as they browse and interact with …
[PDF][PDF] A report on the first native language identification shared task
Abstract Native Language Identification, or NLI, is the task of automatically classifying the L1
of a writer based solely on his or her essay written in another language. This problem area …
of a writer based solely on his or her essay written in another language. This problem area …
Large scale personality classification of bloggers
Personality is a fundamental component of an individual's affective behavior. Previous work
on personality classification has emerged from disparate sources: Varieties of algorithms …
on personality classification has emerged from disparate sources: Varieties of algorithms …
Twitter user profiling based on text and community mining for market analysis
This paper proposes demographic estimation algorithms for profiling Twitter users, based on
their tweets and community relationships. Many people post their opinions via social media …
their tweets and community relationships. Many people post their opinions via social media …
A report on the 2017 native language identification shared task
Abstract Native Language Identification (NLI) is the task of automatically identifying the
native language (L1) of an individual based on their language production in a learned …
native language (L1) of an individual based on their language production in a learned …
[PDF][PDF] Stylometric analysis of scientific articles
We present an approach to automatically recover hidden attributes of scientific articles, such
as whether the author is a native English speaker, whether the author is a male or a female …
as whether the author is a native English speaker, whether the author is a male or a female …
Native language identification in texts: A survey
We present the first comprehensive survey of Native Language Identification (NLI) applied to
texts. NLI is the task of automatically identifying an author's native language (L1) based on …
texts. NLI is the task of automatically identifying an author's native language (L1) based on …
[PDF][PDF] Improving native language identification with tf-idf weighting
This paper presents a Native Language Identification (NLI) system based on TF-IDF
weighting schemes and using linear classifiers-support vector machines, logistic …
weighting schemes and using linear classifiers-support vector machines, logistic …
[PDF][PDF] INAOE's Participation at PAN'15: Author Profiling task.
In this paper, we describe the participation of the Language Technologies Lab of INAOE at
PAN 2015. According to the Author Profiling (AP) literature. In this paper we take such …
PAN 2015. According to the Author Profiling (AP) literature. In this paper we take such …