Michael Witbrock
Michael Witbrock has 3 papers in our library, in 2023–2026, most of them on Reasoning, Language models & pretraining; often with Kaiqi Zhao, Meng-Fen Chiang, Xianda Zheng.
OpenAlex · ORCID · Wikidata · h-index 27 · 169 works · 3,482 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 63 times in our library · 4 more in our library without a page yet · ⭐ Paper Stars ranking: #8751
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArts and Humanities · 2 worksArtificial Intelligence · 3 worksComputer Vision and Pattern Recognition · 2 worksLanguage and Linguistics · 2 worksHealth Informatics · 1 workMedicine · 1 work
🧭 Topics 2Research subjects and languages the work is about.Reasoning · 3 worksLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- Large Language Models Are Not Strong Abstract Reasoners (2023 · 61 citations)
The paper asks whether today's LLMs can do genuine abstract reasoning, which means inferring a general rule from a handful of examples and applying it to new cases. - Disentangling Reasoning Logic to Resolve Explicit Knowledge Conflicts (2026)
When retrieved documents give opposing answers to the same question, an LLM has to decide which source to trust. - Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision (2026)
Multimodal LLMs trained for reasoning usually get static supervision. Fixed prompts, rules or scalar rewards check answer format and correctness but do little to shape how the model reasons, which leads to plateaus, fragile generalization and reward hacking. Evo-PI addresses this by turning reasoning principles into…
All works
- Word Mover's Embedding: From Word2Vec to Document Embedding ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetLingfei Wu et al.2018 · 121 citations
- Large Language Models Are Not Strong Abstract ReasonersarXiv:2305.19555Gael Gendron, Qiming Bao, Michael Witbrock, et al.2023 · 61 citations
- SRI-Sarnoff AURORA System at TRECVID 2012 Multimedia Event Detection and Recounting. ↗Journal of International Crisis and Risk Communication Research · no summary yetHui Cheng et al.2012 · 25 citations
- Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning ↗Findings of the Association for Computational Linguistics: ACL 2024 · no summary yetQiming Bao et al.2024 · 8 citations
- Team SRI-Sarnoff 's AURORA System @ TRECVID 2011 ↗no summary yetHui Cheng et al.2011 · 6 citations
- Disentangling Reasoning Logic to Resolve Explicit Knowledge ConflictsAnnual Meeting of the Association for Computational Linguistics (ACL)Xianda Zheng, Zijian Huang, Meng-Fen Chiang, et al.2026
- Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided SupervisionAnnual Meeting of the Association for Computational Linguistics (ACL)Xianda Zheng, Huan Gao, Meng-Fen Chiang, et al.2026
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026 ×2
- Findings of the Association for Computational Linguistics: ACL 2024
- Journal of International Crisis and Risk Communication Research
- Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing
Cited by
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