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Mengxiao Song

3 accepted papers

2025

SOTOPIA-Ω: Dynamic Strategy Injection Learning and Social Instruction Following Evaluation for Social Agents

ACL 2025long

Despite the abundance of prior social strategies possessed by humans, there remains a paucity of research dedicated to their transfer and integration into social agents. Our proposed SOTOPIA-Ω framework aims to address and bridge this gap, with a particular focus on enhancing the social capabilities…

2025

Zero-Shot Cross-Domain Slot Filling with Retrieval Augmented In-Context Learning

ICASSP 2025accepted

Zero-shot cross-domain slot filling is becoming increasingly important due to its ability to generalize to new domains without the need for annotating domain-specific data, which aligns well with the requirements of industrial deployments. Recent advanced works deal with this task through question a…

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2022

Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence

EMNLP 2022main

Multi-intent detection and slot filling joint model attracts more and more attention since it can handle multi-intent utterances, which is closer to complex real-world scenarios. Most existing joint models rely entirely on the training procedure to obtain the implicit correlation between intents and…