projects

A selection of projects in NLP research (natural language understanding and reasoning), LLM safety, agentic AI, and LLM systems, ranging from production-ready platforms to academic benchmarks.

nlp research ,reasoning & llm safety

commonsense reasoning with logical entailment trees

developing benchmarks and evaluation methods for logical commonsense reasoning

measuring model collapse under recursive summarization training

investigating the fundamental limits of recursive training and synthetic data proliferation in foundation model ecosystems

lost in plot - contrastive learning for movie retrieval

dense retrieval system for tip-of-the-tongue movie search from vague descriptions

responsible ai

algorithmic bias in llm-based depression detection

evaluating and mitigating fairness issues in language-based mental health classification

medical ethics assessment of large language models

evaluating ethical reasoning capabilities of llms in clinical contexts

resource-efficient llm fine-tuning for mental health support

parameter-efficient adaptation of llms for mental health conversation support

agentic ai & systems

gradcompass - ai-powered graduate application assistant

multi-agent llm system for personalized graduate school guidance and application support

s-loraa: scalable multi-agent llm system

dynamic lora adapter orchestration for efficient multi-agent inference pipelines

scoutr: agentic football transfer intelligence platform

agentic ai transfer intelligence platform for club tactical and financial constraints

text-to-comic: scalable system for transforming textual narratives into comic strips

scalable system for transforming textual narratives into comic strips