Search Results for author: Eleni Straitouri

Found 4 papers, 3 papers with code

Prediction-Powered Ranking of Large Language Models

1 code implementation27 Feb 2024 Ivi Chatzi, Eleni Straitouri, Suhas Thejaswi, Manuel Gomez Rodriguez

Our framework is computationally efficient, easy to use, and does not make any assumption about the distribution of human preferences nor about the degree of alignment between the pairwise comparisons by the humans and the strong large language model.

Language Modelling Large Language Model

Designing Decision Support Systems Using Counterfactual Prediction Sets

1 code implementation6 Jun 2023 Eleni Straitouri, Manuel Gomez Rodriguez

In this context, it has been recently argued that an alternative type of decision support systems may circumvent this challenge.

counterfactual

Improving Expert Predictions with Conformal Prediction

1 code implementation28 Jan 2022 Eleni Straitouri, Lequn Wang, Nastaran Okati, Manuel Gomez Rodriguez

In this work, we develop an automated decision support system that, by design, does not require experts to understand when to trust the system to improve performance.

Conformal Prediction

Reinforcement Learning Under Algorithmic Triage

no code implementations23 Sep 2021 Eleni Straitouri, Adish Singla, Vahid Balazadeh Meresht, Manuel Gomez-Rodriguez

Methods to learn under algorithmic triage have predominantly focused on supervised learning settings where each decision, or prediction, is independent of each other.

reinforcement-learning Reinforcement Learning (RL)

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