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Showing papers from ELLIS Institute & MPI Intelligent Systems, Tübingen AI Center Show all papers

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NeurIPS 2026Max Planck Institute for IntelliEberhard-Karls-Universität TübinETHZ - ETH ZurichELLIS Institute & MPI IntellLLM reasoning & chain of thought

Tio: Language Models with Parallel Streams of Thoughts, Inputs and Outputs

Guinan Su, Yanwu Yang, Xueyan Li, Jonas Geiping

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026ELLIS Institute TübingenTechnical University of DarmstadELLIS Institute & MPI IntellAI oversight & deception

Models That Know How Evaluations Are Designed Score Safer

Models with evaluation meta-knowledge about benchmark structures score safer via implicit behavioral shifts, confounding safety assessments independently of explicit awareness.

Katharina Deckenbach, Haritz Puerto, Jonas Geiping, Sahar Abdelnabi

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026 · ▲ 6 on Hugging Face · Code ★ 3

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NeurIPS 2026ELLIS Institute Tübingen, MPI-ISMax Planck Institute for IntelliELLIS, University of StuttgartEberhard-Karls-Universität TübinInstitute for AI, UnivAgent benchmarks & environments

FutureSim: Replaying World Events to Evaluate Adaptive Agents

FutureSim replays real-world events chronologically to benchmark adaptive AI agents forecasting future news, finding top accuracy at only 25%.

Shashwat Goel, Nikhil Chandak, Arvindh Arun, Ameya Prabhu and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 6 on Hugging Face · Code ★ 56

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5