Christian Heumann
14 papers · 2022–2026 · 5 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (34) 🏆 Keyword Champion (2)
🤝
Dynamic Duo
(12)
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Prolific Year · Productive
🗃️
Keyword Collector
(76)
💎
Century Club · Bronze
🔥
Unstoppable · Bronze
Venues
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Research topics
Natural Language Processing
(11)
Machine Learning
(10)
Artificial Intelligence
(7)
Core AI
(7)
Generation
(7)
Learning Types · Machine Learning
(6)
Deep Learning
(5)
Applications
(4)
Interdisciplinary
(3)
Application Areas
(3)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Linguistics
(2)
Models
(2)
Resources & Methods
(2)
Keywords
text generation
(4)
decoding strategy
(4)
sentiment analysis
(2)
gender bias detection
(2)
text classification
(2)
uncertainty estimation
(2)
natural language processing
(2)
open-ended text generation
(2)
large language model
(2)
epistemic uncertainty
(1)
educational resources
(1)
text analysis
(1)
deep clustering
(1)
part-of-speech tagging
(1)
uncertainty quantification
(1)
low-resource language
(1)
named entity recognition
(1)
hyperparameter tuning
(1)
human judgment
(1)
information extraction
(1)
Papers
Min-k Sampling: Decoupling Truncation from Temperature Scaling via Relative Logit Dynamics
ACL 2026
Decoding Decoded: Understanding Hyperparameter Effects in Open-Ended Text Generation
COLING 2025
Fair Play in the Newsroom: Actor-Based Filtering Gender Discrimination in Text Corpora
AACL 2025
GUARD: Glocal Uncertainty-Aware Robust Decoding for Effective and Efficient Open-Ended Text Generation
EMNLP 2025
Modern Models, Medieval Texts: A POS Tagging Study of Old Occitan
NAACL 2025
taz2024full: Analysing German Newspapers for Gender Bias and Discrimination across Decades
ACL 2025
The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models
EMNLP 2025
Towards Better Open-Ended Text Generation: A Multicriteria Evaluation Framework
ACL 2025
Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text Generation
EMNLP 2024
Collaborative Development of Modular Open Source Educational Resources for Natural Language Processing
ACL 2024
Detecting Gender Discrimination on Actor Level Using Linguistic Discourse Analysis
ACL 2024
Automatic Transcription of Handwritten Old Occitan Language
EMNLP 2023
CC-Top: Constrained Clustering for Dynamic Topic Discovery
EMNLP 2022
Pre-trained language models evaluating themselves - A comparative study
ACL 2022