Trevor Cohen
14 papers · 2018–2025 · 5 venues · across top CS/AI venues
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (38)
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Century Club · Bronze
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Machine Learning
(12)
Healthcare & Medicine
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Clinical
(8)
Core Methods
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Natural Language Processing
(7)
Artificial Intelligence
(6)
Deep Learning
(6)
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Keywords
text classification
(3)
language model
(3)
alzheimer disease
(2)
dementia detection
(2)
speech analysis
(2)
word embedding
(2)
cognitive distortion
(2)
neural language model
(2)
analogical retrieval
(2)
cognitive behavioral therapy
(2)
text summarization
(2)
text simplification
(2)
data augmentation
(2)
alzheimer's disease
(1)
perturbation analysis
(1)
natural language inference
(1)
clinical diagnosis
(1)
neural architecture
(1)
machine translation
(1)
autoregressive model
(1)
Papers
Bigger But Not Better: Small Neural Language Models Outperform LLMs in Detection of Thought Disorder
NAACL 2025
“Is There Anything Else?”: Examining Administrator Influence on Linguistic Features from the Cookie Theft Picture Description Cognitive Test
NAACL 2025
Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking
ACL 2025
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization
EMNLP 2024
Personalized Jargon Identification for Enhanced Interdisciplinary Communication
NAACL 2024
Too Big to Fail: Larger Language Models are Disproportionately Resilient to Induction of Dementia-Related Linguistic Anomalies
ACL 2024
Comparing emotion feature extraction approaches for predicting depression and anxiety
NAACL 2022
GPT-D: Inducing Dementia-related Linguistic Anomalies by Deliberate Degradation of Artificial Neural Language Models
ACL 2022
Identifying Distorted Thinking in Patient-Therapist Text Message Exchanges by Leveraging Dynamic Multi-Turn Context
NAACL 2022
Improving Classification of Infrequent Cognitive Distortions: Domain-Specific Model vs. Data Augmentation
NAACL 2022
Automated Lay Language Summarization of Biomedical Scientific Reviews
AAAI 2021
A Tale of Two Perplexities: Sensitivity of Neural Language Models to Lexical Retrieval Deficits in Dementia of the Alzheimer’s Type
ACL 2020
Improving Biomedical Analogical Retrieval with Embedding of Structural Dependencies
ACL 2020
Bringing Order to Neural Word Embeddings with Embeddings Augmented by Random Permutations (EARP)
CoNLL 2018