Tobias Falke

Researcher, Amazon

Joined

August 2019

Names

Tobias Falke (Preferred)

Emails

****@web.de (Confirmed)

****@amazon.com (Confirmed)

****@aiphes.tu-darmstadt.de

Personal Links

Career & Education History

Researcher

Amazon (amazon.com)

2019 – Present

PhD student

TU Darmstadt (tu-darmstadt.de)

2015 – 2019

Advisors, Relations & Conflicts

Coworker

Daniil Sorokin

2019 – Present

PhD Advisor

Iryna Gurevych

2015 – 2019

Expertise

text summarization

Present

text generation

Present

dialog systems

Present

intent classification

Present

slot labeling

Present

conversational AI

Present

Language models

Present

LLM Pretraining

Present

Mixture of Experts

Present

Publications

Recipes for Sequential Pre-training of Multilingual Encoder and Seq2Seq Models
Saleh Soltan, Andy Rosenbaum, Tobias Falke, Qin Lu, Anna Rumshisky, Wael Hamza
- ACL (Findings) 2023
- Readers: Everyone
Regression-Free Model Updates for Spoken Language Understanding
Andrea Caciolai, Verena Weber, Tobias Falke, Alessandro Pedrani, Davide Bernardi
- ACL (industry) 2023
- Readers: Everyone
Sharing Encoder Representations across Languages, Domains and Tasks in Large-Scale Spoken Language Understanding
Jonathan J. Hüser, Judith Gaspers, Thomas Gueudré, Chandana Satya Prakash, Jin Cao, Daniil Sorokin, Quynh Do, Nicolas Anastassacos, Tobias Falke, Turan Gojayev
- Published: 01 Jan 2023, Last Modified: 18 Dec 2023
- ACL (industry) 2023
- Readers: Everyone
Feedback Attribution for Counterfactual Bandit Learning in Multi-Domain Spoken Language Understanding
Tobias Falke, Patrick Lehnen
- 2021 (modified: 05 Oct 2022)
- EMNLP (1) 2021
- Readers: Everyone
Data-Efficient Paraphrase Generation to Bootstrap Intent Classification and Slot Labeling for New Features in Task-Oriented Dialog Systems
Shailza Jolly, Tobias Falke, Caglar Tirkaz, Daniil Sorokin
- 2020 (modified: 18 Jun 2021)
- COLING (Industry) 2020
- Readers: Everyone
Leveraging User Paraphrasing Behavior In Dialog Systems To Automatically Collect Annotations For Long-Tail Utterances
Tobias Falke, Markus Boese, Daniil Sorokin, Caglar Tirkaz, Patrick Lehnen
- 2020 (modified: 18 Jun 2021)
- COLING (Industry) 2020
- Readers: Everyone
Fast Concept Mention Grouping for Concept Map-based Multi-Document Summarization
Tobias Falke, Iryna Gurevych
- 2019 (modified: 12 Nov 2022)
- NAACL-HLT (1) 2019
- Readers: Everyone
Automatic Structured Text Summarization with Concept Maps
Tobias Falke
- 2019 (modified: 18 Jun 2021)
- undefined 2019
- Readers: Everyone
Ranking Generated Summaries by Correctness: An Interesting but Challenging Application for Natural Language Inference
Tobias Falke, Leonardo F. R. Ribeiro, Prasetya Ajie Utama, Ido Dagan, Iryna Gurevych
- 2019 (modified: 18 Jun 2021)
- ACL (1) 2019
- Readers: Everyone
What's Important in a Text? An Extensive Evaluation of Linguistic Annotations for Summarization
Markus Zopf, Teresa Botschen, Tobias Falke, Benjamin Heinzerling, Ana Marasovic, Todor Mihaylov, Avinesh P. V. S., Eneldo Loza Mencía, Johannes Fürnkranz, Anette Frank
- 2018 (modified: 18 Jun 2021)
- SNAMS 2018
- Readers: Everyone

View all 18 publications

Co-Authors

View all 40 co-authors