Projects

On this page, you find a collection of ongoing and completed projects I have been involved in.

Is a LLM fine-tuned on transcribed, behavioral tasks better at predicting Behavior from transcribed intention than the base version of the LLM?

I compare the CENTAUR model (Binz et al., 2025) against the base version Llama 3.1 (70b) when predicting decisions in true out-of-sample data for the centaur model.

Sabou Rani Stocker

Sep 28, 2025

status	draft
group	personal project

Are LLMs actually capable of identifying relevant constructs in academic papers?

LLM

I compare output generated by Large Language Models analyzing academic writing to identify predefined constructs against humans analyzing these same pieces of writing.

Sabou Rani Stocker

Sep 28, 2025

status	ongoing
group	CBDR

A Specification Curve Evaluation of NLP Classifiers for Mechanisms influencing Decisions under Risk and Uncertainty

LLM

NLP

specificationcurve

We compared 3’900 algorithmic specifications utilizing NLP and Machine Learning to identify state-specific decision mechanisms from think-aloud protocols.

Sabou Rani Stocker

Sep 28, 2025

status	ongoing
group	personal project

Categories

Is a LLM fine-tuned on transcribed, behavioral tasks better at predicting Behavior from transcribed intention than the base version of the LLM?

Are LLMs actually capable of identifying relevant constructs in academic papers?

A Specification Curve Evaluation of NLP Classifiers for Mechanisms influencing Decisions under Risk and Uncertainty