4 papers
MAVEN: Improving Generalization in Agentic Tool Calling
Omkar Ghugarkar, Vishvesh Bhat, Muhammad Ahmed Mohsin +1
Generalization across agentic tool-calling environments remains a central challenge for reliable agentic reasoning systems. Although large language models achieve strong results on…
Compositional Neuro-Symbolic Reasoning
Anugyan Das, Omkar Ghugarkar, Vishvesh Bhat +1
We study structured abstraction-based reasoning for the Abstraction and Reasoning Corpus (ARC) and compare its generalization to test-time approaches. Purely neural architectures l…
On Generalization in Agentic Tool Calling: CoreThink Agentic Reasoner and MAVEN Dataset
Vishvesh Bhat, Omkar Ghugarkar, Julian McAuley
Generalization across Agentic tool-calling environments remains a key unsolved challenge in developing reliable agentic reasoning systems. While large language models (LLMs) demons…
CoreThink: A Symbolic Reasoning Layer to reason over Long Horizon Tasks with LLMs
Jay Vaghasiya, Omkar Ghugarkar, Vishvesh Bhat +2
We introduce CoreThink, a state-of-the-art Reasoning Layer built upon a novel reasoning method called General Symbolics. This approach diverges from reasoning paradigms such as tes…