Epistemic Reasoning
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Benchmarks
BIG-bench
Most implemented
Scaling Language Models: Methods, Analysis & Insights from Training Gopher
MindGames: Targeting Theory of Mind in Large Language Models with Dynamic Epistemic Modal Logic
Training Compute-Optimal Large Language Models
Papers
Explore Before You Solve: The Speed--Depth Trade-off in Epistemic Agents for ARC-AGI-3
We systematically investigate all 25 public ARC-AGI-3 games and find that every one is reachable through non-intelligent strategies: 10 in a single blind step, 5 after one probing action, 1 via repeated ACTION1 presses, …
Epistemic ReasoningA Study of Belief Revision Postulates in Multi-Agent Systems (Extended Version)
We investigate the belief revision problem in epistemic planning, i.e., what will be the beliefs of all agents in a multi-agent system after an agent gains the belief in some state property. Based on the standard represe…
Epistemic ReasoningBeyond Memorization: Distinguishing Between Pattern-Based and Epistemic Reasoning in LLMs Using Epistemic Puzzles
Epistemic reasoning requires agents to infer the state of the world from partial observations and information about other agents' knowledge. Prior work evaluating LLMs on epistemic puzzles often frames failures as memori…
Epistemic ReasoningPramana: Fine-Tuning Large Language Models for Epistemic Reasoning through Navya-Nyaya
Large language models produce fluent text but struggle with systematic reasoning, often hallucinating confident but unfounded claims. When Apple researchers added irrelevant context to mathematical problems, LLM performa…
Epistemic ReasoningProceedings Twentieth Conference on Theoretical Aspects of Rationality and Knowledge
The TARK conference (Theoretical Aspects of Rationality and Knowledge) is a conference that aims to bring together researchers from a wide variety of fields, including computer science, artificial intelligence, game theo…
Epistemic ReasoningAgentic AI as Undercover Teammates: Argumentative Knowledge Construction in Hybrid Human-AI Collaborative Learning
Generative artificial intelligence (AI) agents are increasingly embedded in collaborative learning environments, yet their impact on the processes of argumentative knowledge construction remains insufficiently understood…
Epistemic Reasoning