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We benchmarked the latest commercial and open LLMs for their instruction following and self-play abilities without any human annotation — what we call clembench.
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We benchmarked the latest LLMs — Llama 3.1, Mistral-Large, and GPT-4o-mini. Open-source has caught up to commercial models.
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We benchmarked the most recent Multimodal Language Models using our clembench framework across five dialogue games.
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Our paper on benchmarking multimodal LLMs in an interactive setting that doesn’t require any annotated test samples has been accepted at COLING 2025.
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We’ve put online the latest version of our LLM leaderboard, now based on version 2.0 of clembench — the longest-running game-based evaluation of agentic capabilities of LLMs.
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We benchmarked the latest released models — GPT-4.1, Llama-4 Maverick and Scout, and Olmo-2-32B — and compared them with existing ones.
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We evaluated 9 LLMs as agents playing dialogue games across all 24 official EU languages plus six others — 108,000 episodes in total. In every single EU language, both commercial models beat every open-weight model.
Organizing committee
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Applying Semantic Parsing to QuestionAnswering over Linked Data: Addressing theLexical Gap
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NERFGUN: A named entity disambiguation tool for linking named entities to Wikipedia
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Annotation pipeline for extracting information from Web Tables.
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Building multilingual semantic parsers using undirected graphical models
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PhD Dissertation Talk, Semantic Computing Group, CITEC, Bielefeld University, Germany
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Multimodal architecture to detect misogynous memes. It is evaluated on the challenge SemEval-2022 Task 5: A Multimodal Architecture for the Detection and Classification of Misogynous Memes, co-located with the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) 2022.
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Graduate course, Bielefeld University, 2018
Project course on table understanding: implementing extraction tasks over real web tables, extending a knowledge base, and evaluating the results.
Graduate course, Bielefeld University, 2018
Building scalable text-processing systems with statistical methods, integrating recent research results into the students’ own solutions. Taught over 8 semesters, 2014-2018.
Undergraduate course, Hannover University, 2020
Introduction to visual analytics and computational multimodal systems; each student presents a publication and writes a technical report.
Graduate course, University of Potsdam, 2022
MSc seminar on recent developments in NLP, run as a role-playing paper-reading seminar.
Graduate course, University of Potsdam, 2022
MSc lecture covering text classification, neural language models, syntactic and semantic parsing, and ethics.
Undergraduate course, University of Potsdam, 2023
Automata, the Chomsky hierarchy, the Pumping Lemma and Turing machines.
Graduate course, University of Potsdam, 2023
MSc project module implementing model architectures that can explain their own predictions, applied to joint image-text tasks.
Graduate course, University of Potsdam, 2023
MSc seminar on recent developments in NLP, run as a role-playing paper-reading seminar.
Undergraduate course, University of Potsdam, 2023
BSc seminar on methods used across NLP, run as a role-playing paper-reading seminar.
Undergraduate course, University of Potsdam, 2024
Automata, the Chomsky hierarchy, the Pumping Lemma and Turing machines.
Graduate course, University of Potsdam, 2024
MSc project module adapting an existing game to the clembench framework in order to evaluate chat-optimized LLMs.
Graduate course, University of Potsdam, 2024
MSc seminar on recent developments in NLP, run as a role-playing paper-reading seminar.
Undergraduate course, University of Potsdam, 2024
BSc course on programming fundamentals: object-oriented design and data structures.
Undergraduate course, University of Potsdam, 2025
Automata, the Chomsky hierarchy, the Pumping Lemma and Turing machines.
Graduate course, University of Potsdam, 2025
MSc project module adapting an existing game to the clembench framework in order to evaluate chat-optimized LLMs.
Graduate course, University of Potsdam, 2025
MSc seminar on recent developments in NLP, run as a role-playing paper-reading seminar.
Undergraduate course, University of Potsdam, 2025
BSc course on programming fundamentals: object-oriented design, documentation and code review, and data structures.
Undergraduate course, University of Potsdam, 2026
Automata, the Chomsky hierarchy, the Pumping Lemma and Turing machines.
Graduate course, University of Potsdam, 2026
MSc project module on post-training LLMs from dialogue-game feedback using DPO, PPO, GRPO and SFT with the Playpen framework.