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Neil Rathi

3 accepted papers

2026

Benefits and Limitations of Communication in Multi-Agent Reasoning

ICLR 2026poster

Chain-of-thought prompting has popularized step-by-step reasoning in large language models, yet model performance still degrades as problem complexity and context length grow. By decomposing difficult tasks with long contexts into shorter, manageable ones, recent multi-agent paradigms offer a promis…

Cited by 0SourcecodeScholar
2025

TopoLM: brain-like spatio-functional organization in a topographic language model

ICLR 2025oral

Neurons in the brain are spatially organized such that neighbors on tissue often exhibit similar response profiles. In the human language system, experimental studies have observed clusters for syntactic and semantic categories, but the mechanisms underlying this functional organization remain uncle…

2021

An Information-Theoretic Characterization of Morphological Fusion

EMNLP 2021main

Linguistic typology generally divides synthetic languages into groups based on their morphological fusion. However, this measure has long been thought to be best considered a matter of degree. We present an information-theoretic measure, called informational fusion, to quantify the degree of fusion…