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Workshop on Towards Knowledgeable Foundation Models 2026 — accepted papers

Workshop on Towards Knowledgeable Foundation Models 2026 is the 2026 edition of the Workshop on Towards Knowledgeable Foundation Models, held in San Diego, California, United States, July 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 14 papers of it; our library holds 4 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 San Diego, California, United States · 🗓 July 2026

 14papers in the proceedings 4works in our library 0citations of these works

All accepted papers (14)

The most cited first; 4 with our summary link to their page here, the others to the original.

  1. Annotation Frameworks Shape Model Knowledge: Safety Alignment in Large Language Models ↗Wajdi Zaghouani
  2. Beyond Retrieval: Bi-Temporal State Arbitration for Longitudinal Healthcare Agents ↗Jianing Zhao, Xiaoquan Zhi, Xinqiang Yu
  3. Blind Single-Layer Activation Edits Show a Break/Fix Asymmetry in Factual Recall ↗Zacharie Bugaud
  4. Knowledge Localization and Editability in Small Language Models: A Multi-Stage Experimental Study ↗Pranamya Nilesh Deshpande, Aiswarya Konavoor, Sreedath Panat
  5. LLM-MemCluster: Empowering Large Language Models with Dynamic Memory for Text Clustering ↗Yuanjie Zhu, Liangwei Yang, Ke Xu et al.
  6. Multimodal Generative Engine Optimization: Rank Manipulation for Vision–Language Model Rankers ↗Yixuan Du, Chenxiao Yu, Haoyan Xu et al.
  7. One Retrieval to Cover Them All: Co-occurrence-Aware Knowledge Base Reorganization for Session-Level RAGShivam Ratnakar, Yixuan Zhu, Cecilia Cheng et al.our summary
  8. Overcoming the Impedance Mismatch: A Theoretical Roadmap for Fusing Foundation Models and Knowledge Graphs ↗Sahil Rajesh Dhayalkar
  9. RSCE: Training-Free Residual Stream Encoding for Persistent Context Amortization ↗Adam Kamel, Eric Xu
  10. Test-Time Training for Zero-Resource Dense Retrieval RerankingShiyan Liu, Yichen Liour summary
  11. Tricking Open-World Object Recognition Models: Uncertainty in Out-of-Distribution DetectionWout Teillers, Matias Valdenegro-Toroour summary
  12. VLA-Forget: Vision-Language-Action Unlearning for Embodied Foundation Models ↗Ravi Ranjan, Agoritsa Polyzou
  13. What Does Alignment Cost? The Structural Brittleness of Chain-of-Thought Reasoning ↗Joanna Hao, Shanduojiao Jiang, Sai Asish Nakka
  14. bLLeQA: Benchmarking LLMs for Grounded Legal Question-Answering in French and DutchNikolay Banar, Ehsan Lotfi, Jens Van Nooten et al.our summary

 Papers with our summary in our library (4)

The most cited first (OpenAlex citations plus our library's).

  1. bLLeQA: Benchmarking LLMs for Grounded Legal Question-Answering in French and DutchWorkshop on Towards Knowledgeable Foundation ModelsNikolay Banar, Ehsan Lotfi, Jens Van Nooten, et al.2026
  2. Test-Time Training for Zero-Resource Dense Retrieval RerankingWorkshop on Towards Knowledgeable Foundation ModelsShiyan Liu, Yichen Li2026
  3. One Retrieval to Cover Them All: Co-occurrence-Aware Knowledge Base Reorganization for Session-Level RAGWorkshop on Towards Knowledgeable Foundation ModelsShivam Ratnakar, Yixuan Zhu, Cecilia Cheng, et al.2026
  4. Tricking Open-World Object Recognition Models: Uncertainty in Out-of-Distribution DetectionWorkshop on Towards Knowledgeable Foundation ModelsWout Teillers, Matias Valdenegro-Toro2026

 Top topics

Topics of its works in our library, with the number of works on each.

Information retrieval & search (2)Question answering (1)Knowledge graphs & ontologies (1)Legal AI (1)French (1)

 Fields

Computer Science (4)Arts and Humanities (3)Social Sciences (1)

 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🧑‍🔬Ehsan Lotfi1 work here🧑‍🔬Jens Van Nooten1 work here🧑‍🔬Marija Kliocaite1 work here🧑‍🔬Matias Valdenegro-Toro1 work here🧑‍🔬Nikolay Banar1 work here🧑‍🔬Shivam Ratnakar1 work here🧑‍🔬Shiyan Liu1 work here🧑‍🔬Walter Daelemans1 work here

 Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓University of Southern CaliforniaLos Angeles · United States1 work here🎓University of AntwerpAntwerp · Belgium1 work here🏢ByteDanceBeijing · China1 work here🎓Huazhong University of Science and TechnologyWuhan · China1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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