Florian Matthes

39 papers · 2021–2026 · 8 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (15) 🏃 Academic Marathon (5) 🌈 Renaissance Researcher (8) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (64) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (8) 🤝 Dynamic Duo (15) 🏆 Keyword Champion (2) ⚡ Prolific Year (5) 💎 Century Club (38) 🔥 Unstoppable (5) 🗃️ Keyword Collector (144)

Conferences

ACL (14) NAACL (7) EMNLP (6) COLING (3) EACL (3) IJCNLP (3) AACL (2) SEMEVAL (1)

Top co-authors

Juraj Vladika (15) Stephen Meisenbacher (10) Phillip Schneider (7) Daniel Braun (5) Anum Afzal (5) Tim Schopf (4) Maulik Chevli (4) Elena Simperl (3) Alexandra Klymenko (2) Mikhail Galkin (2)

Research topics

Differential Privacy (4) Resources & Methods (1) Privacy (1)

Keywords

large language model (10) differential privacy (9) natural language processing (7) text classification (6) evidence retrieval (5) information retrieval (5) knowledge graph (4) domain adaptation (4) natural language inference (4) text summarization (4) text rewriting (4) text privatization (3) german language (3) retrieval-augmented generation (3) information extraction (3) claim verification (3) text generation (3) question answering (3) legal nlp (3) consumer protection (3)

Papers

Beyond Grid Search: Leveraging Bayesian Optimization for Accelerating RAG Pipeline Optimization EACL 2026

Natural Language Inference Fine-tuning for Scientific Hallucination Detection ACL 2025

With Privacy, Size Matters: On the Importance of Dataset Size in Differentially Private Text Rewriting AACL 2025

CarMem: Enhancing Long-Term Memory in LLM Voice Assistants through Category-Bounding COLING 2025

With Privacy, Size Matters: On the Importance of Dataset Size in Differentially Private Text Rewriting IJCNLP 2025

Investigating User Perspectives on Differentially Private Text Privatization NAACL 2025

Facts Fade Fast: Evaluating Memorization of Outdated Medical Knowledge in Large Language Models EMNLP 2025

On the Influence of Context Size and Model Choice in Retrieval-Augmented Generation Systems NAACL 2025

On the Impact of Noise in Differentially Private Text Rewriting NAACL 2025

DA-Pred: Performance Prediction for Text Summarization under Domain-Shift and Instruct-Tuning EMNLP 2025

Leveraging Semantic Triples for Private Document Generation with Local Differential Privacy Guarantees EMNLP 2025

Step-by-Step Fact Verification System for Medical Claims with Explainable Reasoning NAACL 2025

Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge ACL 2025

Knowing Before Saying: LLM Representations Encode Information About Chain-of-Thought Success Before Completion ACL 2025

Comparing Knowledge Sources for Open-Domain Scientific Claim Verification EACL 2024

AGB-DE: A Corpus for the Automated Legal Assessment of Clauses in German Consumer Contracts ACL 2024

NLP-KG: A System for Exploratory Search of Scientific Literature in Natural Language Processing ACL 2024

DP-MLM: Differentially Private Text Rewriting Using Masked Language Models ACL 2024

MedREQAL: Examining Medical Knowledge Recall of Large Language Models via Question Answering ACL 2024

Engineering Conversational Search Systems: A Review of Applications, Architectures, and Functional Components ACL 2024

A Collocation-based Method for Addressing Challenges in Word-level Metric Differential Privacy ACL 2024

A Comparative Analysis of Word-Level Metric Differential Privacy: Benchmarking the Privacy-Utility Trade-off COLING 2024

HealthFC: Verifying Health Claims with Evidence-Based Medical Fact-Checking COLING 2024

A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text Generation EACL 2024

Thinking Outside of the Differential Privacy Box: A Case Study in Text Privatization with Language Model Prompting EMNLP 2024

AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text Summarization EMNLP 2024

Improving Health Question Answering with Reliable and Time-Aware Evidence Retrieval NAACL 2024

Towards Optimizing and Evaluating a Retrieval Augmented QA Chatbot using LLMs with Human-in-the-Loop NAACL 2024

Sebis at SemEval-2023 Task 7: A Joint System for Natural Language Inference and Evidence Retrieval from Clinical Trial Reports SEMEVAL 2023

Scientific Fact-Checking: A Survey of Resources and Approaches ACL 2023

Sebis at SemEval-2023 Task 7: A Joint System for Natural Language Inference and Evidence Retrieval from Clinical Trial Reports ACL 2023

A Decade of Knowledge Graphs in Natural Language Processing: A Survey IJCNLP 2022

A Decade of Knowledge Graphs in Natural Language Processing: A Survey AACL 2022

Differential Privacy in Natural Language Processing: The Story So Far NAACL 2022

Clause Topic Classification in German and English Standard Form Contracts ACL 2022

Structured Extraction of Terms and Conditions from German and English Online Shops ACL 2022

NLP for Consumer Protection: Battling Illegal Clauses in German Terms and Conditions in Online Shopping IJCNLP 2021

NLP for Consumer Protection: Battling Illegal Clauses in German Terms and Conditions in Online Shopping ACL 2021

Summarization of German Court Rulings EMNLP 2021