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20222026
most citedBuilding Persona Consistent Dialogue Agents with Offline Reinforcement Learning

1 citations · 3 across the 7 of their papers we have counts for

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6 papers · 1 filter

cs.CL2026

VISTA: A Versatile Interactive User Simulation Toolkit for Agent Evaluation

Yunan Lu, Ryan Shea, Yusen Zhang +1

Evaluation remains a critical bottleneck for interactive agent development. Existing evaluation methods often rely on static benchmarks, which fail to capture the dynamic, multi-st…

cs.CL2025

SAGE: A Top-Down Bottom-Up Knowledge-Grounded User Simulator for Multi-turn AGent Evaluation

Ryan Shea, Yunan Lu, Liang Qiu +1

Evaluating multi-turn interactive agents is challenging due to the need for human assessment. Evaluation with simulated users has been introduced as an alternative, however existin…

cs.CL2025

AutoSpec: An Agentic Framework for Automatically Drafting Patent Specification

Ryan Shea, Zhou Yu

Patents play a critical role in driving technological innovation by granting inventors exclusive rights to their inventions. However the process of drafting a patent application is…

cs.CL2024★ 1 cited

ACE: A LLM-based Negotiation Coaching System

Ryan Shea, Aymen Kallala, Xin Lucy Liu +2

The growing prominence of LLMs has led to an increase in the development of AI tutoring systems. These systems are crucial in providing underrepresented populations with improved a…

cs.CL2023★ 1 cited

Building Persona Consistent Dialogue Agents with Offline Reinforcement Learning

Ryan Shea, Zhou Yu

Maintaining a consistent persona is a key quality for any open domain dialogue system. Current state-of-the-art systems do this by training agents with supervised learning or onlin…

cs.CL2022

Just Fine-tune Twice: Selective Differential Privacy for Large Language Models

Weiyan Shi, Ryan Shea, Si Chen +3

Protecting large language models from privacy leakage is becoming increasingly crucial with their wide adoption in real-world products. Yet applying differential privacy (DP), a ca…