User Simulation

16 papers with code • 0 benchmarks • 0 datasets

Simulation of user interacting with a dialog system

Most implemented papers

Analyzing and Simulating User Utterance Reformulation in Conversational Recommender Systems

iai-group/sigir2022-usersim 3 May 2022

User simulation has been a cost-effective technique for evaluating conversational recommender systems.

BotSIM: An End-to-End Bot Simulation Toolkit for Commercial Task-Oriented Dialog Systems

salesforce/botsim 29 Nov 2022

BotSIM adopts a layered design comprising the infrastructure layer, the adaptor layer and the application layer.

UserSimCRS: A User Simulation Toolkit for Evaluating Conversational Recommender Systems

iai-group/usersimcrs 13 Jan 2023

We present an extensible user simulation toolkit to facilitate automatic evaluation of conversational recommender systems.

User Behavior Simulation with Large Language Model based Agents

ruc-gsai/yulan-rec 5 Jun 2023

Simulating high quality user behavior data has always been a fundamental problem in human-centered applications, where the major difficulty originates from the intricate mechanism of human decision process.

Investigating the Robustness of Counterfactual Learning to Rank Models: A Reproducibility Study

diligentspring/investigating-the-robustness-of-counterfactual-learning-to-rank-models 4 Apr 2024

Counterfactual learning to rank (CLTR) has attracted extensive attention in the IR community for its ability to leverage massive logged user interaction data to train ranking models.

Identifying Breakdowns in Conversational Recommender Systems using User Simulation

no code yet • 23 May 2024

We present a methodology to systematically test conversational recommender systems with regards to conversational breakdowns.