Publications

2026

• Can LLM Agents Infer World Models? Evidence from Agentic Automata Learning
  Reef Menaged, Gili Lior, Shauli Ravfogel, Roee Aharoni, Gabriel Stanovsky
  PDF DATA CODE WEBSITE
• Extending Item Response Theory for Efficient and Meaningful Multilingual Evaluation
  Gili Lior, Tzviel Frostig, Gabriel Stanovsky, Matan Eyal
  PDF WEBSITE

2025

• PromptSuite: A Task-Agnostic Framework for Multi-Prompt Generation
  Eliya Habba*, Noam Dahan*, Gili Lior, Gabriel Stanovsky
  EMNLP 2025 System Demonstrations
  PDF DATA CODE WEBSITE
• ReliableEval: A Recipe for Stochastic LLM Evaluation via Method of Moments
  Gili Lior, Eliya Habba, Shahar Levy, Avi Caciularu, Gabriel Stanovsky
  Findings of EMNLP 2025
  PDF CODE
• WildIFEval: Instruction Following in the Wild
  Gili Lior, Asaf Yehudai, Ariel Gera, Liat Ein-Dor
  GEM workshop @ ACL 2026
  PDF DATA CODE
• Comparing the Framing Effect in Humans and LLMs on Naturally Occurring Texts
  Gili Lior, Liron Naccache, Gabriel Stanovsky
  PDF DATA CODE

2024

• Computation or Weight Adaptation? Rethinking the Role of Plasticity in Learning
  Gili Lior*, Yuval Shalev*, Gabriel Stanovsky, Ariel Goldstein
  CogSci 2026
  PDF CODE
• SEAM: A Stochastic Benchmark for Multi-Document Tasks
  Gili Lior, Avi Caciularu, Arie Cattan, Shahar Levy, Ori Shapira, Gabriel Stanovsky
  PDF CODE WEBSITE
• Leveraging Collection-Wide Similarities for Unsupervised Document Structure Extraction
  Gili Lior, Yoav Goldberg, Gabriel Stanovsky
  Findings of ACL 2024
  PDF CODE

2023

• Comparing Humans and Models on a Similar Scale: Towards Cognitive Gender Bias Evaluation in Coreference Resolution
  Gili Lior and Gabriel Stanovsky
  CogSci 2023
  PDF CODE TALK