Elma Kerz

18 papers · 2019–2023 · 5 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (9) 🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🗺️ Taxonomy Completionist (34) 🌍 Conference Polyglot (5) 🌈 Renaissance Researcher (6) 🤝 Dynamic Duo (17) 🔥 Unstoppable (5) 💎 Century Club (18) 🗃️ Keyword Collector (94) ⚡ Prolific Year (8)

Conferences

ACL (5) EMNLP (5) COLING (3) EACL (3) INTERSPEECH (2)

Top co-authors

Yu Qiao (17) Daniel Wiechmann (16) Sourabh Zanwar (7) Xiaofei Li (3) Marcus Ströbel (2) Justus Mattern (2) Emma Tseng (1) Ralf Schlüter (1) Arndt Heilmann (1) Wei Zhou (1)

Research topics

Linguistics (1) Education (1)

Keywords

text classification (6) psycholinguistic feature (5) mental health detection (3) feature ablation (3) linguistic complexity (3) recurrent neural network (3) transformer model (3) social media analysis (2) second language acquisition (2) bidirectional long short-term memory (2) fake news detection (2) linguistic feature (2) eye tracking (1) model fusion (1) speech transcription (1) syntactic analysis (1) data augmentation (1) transfer learning (1) automatic speech recognition (1) affective computing (1)

Papers

What to Fuse and How to Fuse: Exploring Emotion and Personality Fusion Strategies for Explainable Mental Disorder Detection ACL 2023

SMHD-GER: A Large-Scale Benchmark Dataset for Automatic Mental Health Detection from Social Media in German EACL 2023

Exploring Hybrid and Ensemble Models for Multiclass Prediction of Mental Health Status on Social Media EMNLP 2022

Improving the Generalizability of Text-Based Emotion Detection by Leveraging Transformers with Psycholinguistic Features EMNLP 2022

(Psycho-)Linguistic Features Meet Transformer Models for Improved Explainable and Controllable Text Simplification EMNLP 2022

MANTIS at SMM4H’2022: Pre-Trained Language Models Meet a Suite of Psycholinguistic Features for the Detection of Self-Reported Chronic Stress COLING 2022

The Best of Both Worlds: Combining Engineered Features with Transformers for Improved Mental Health Prediction from Reddit Posts COLING 2022

MANTIS at TSAR-2022 Shared Task: Improved Unsupervised Lexical Simplification with Pretrained Encoders EMNLP 2022

Measuring the Impact of (Psycho-)Linguistic and Readability Features and Their Spill Over Effects on the Prediction of Eye Movement Patterns ACL 2022

Pushing on Personality Detection from Verbal Behavior: A Transformer Meets Text Contours of Psycholinguistic Features ACL 2022

The Impact of ASR on the Automatic Analysis of Linguistic Complexity and Sophistication in Spontaneous L2 Speech INTERSPEECH 2021

Automated Classification of Written Proficiency Levels on the CEFR-Scale through Complexity Contours and RNNs EACL 2021

Language that Captivates the Audience: Predicting Affective Ratings of TED Talks in a Multi-Label Classification Task EACL 2021

FANG-COVID: A New Large-Scale Benchmark Dataset for Fake News Detection in German EMNLP 2021

Alzheimer’s Disease Detection from Spontaneous Speech Through Combining Linguistic Complexity and (Dis)Fluency Features with Pretrained Language Models INTERSPEECH 2021

Becoming Linguistically Mature: Modeling English and German Children’s Writing Development Across School Grades ACL 2020

A Language-Based Approach to Fake News Detection Through Interpretable Features and BRNN COLING 2020

L2 Processing Advantages of Multiword Sequences: Evidence from Eye-Tracking ACL 2019