Nikita Soni
15 papers · 2021–2026 · 7 venues · across top CS/AI venues
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Research topics
Keywords
large language model
(4)
text classification
(4)
language model
(3)
mental health
(3)
human context
(2)
stance detection
(2)
pre-trained language model
(2)
human-centered nlp
(2)
social media
(2)
social media analysis
(2)
authorship attribution
(1)
explainable ai
(1)
language modeling
(1)
community detection
(1)
natural language processing
(1)
few-shot learning
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text analysis
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user modeling
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sentiment analysis
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hierarchical model
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Papers
Addressing the Ecological Fallacy in Larger LMs with Human Context
CoNLL 2026
SemEval-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays
SemEval 2026
Evaluation of LLMs-based Hidden States as Author Representations for Psychological Human-Centered NLP Tasks
NAACL 2025
Residualized Similarity for Faithfully Explainable Authorship Verification
EMNLP 2025
Systematic Evaluation of Auto-Encoding and Large Language Model Representations for Capturing Author States and Traits
ACL 2025
The Consistent Lack of Variance of Psychological Factors Expressed by LLMs and Spambots
COLING 2025
Who We Are, Where We Are: Mental Health at the Intersection of Person, Situation, and Large Language Models
NAACL 2025
Archetypes and Entropy: Theory-Driven Extraction of Evidence for Suicide Risk
EACL 2024
Comparing Pre-trained Human Language Models: Is it Better with Human Context as Groups, Individual Traits, or Both?
ACL 2024
From Text to Context: Contextualizing Language with Humans, Groups, and Communities for Socially Aware NLP
NAACL 2024
Large Human Language Models: A Need and the Challenges
NAACL 2024
Detecting Dissonant Stance in Social Media: The Role of Topic Exposure
EMNLP 2022
Human Language Modeling
ACL 2022
WWBP-SQT-lite: Multi-level Models and Difference Embeddings for Moments of Change Identification in Mental Health Forums
NAACL 2022
MeLT: Message-Level Transformer with Masked Document Representations as Pre-Training for Stance Detection
EMNLP 2021