Papers with role assignment
Synonymy in Bilingual Context: The CzEngClass Lexicon (C18-1)
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| Challenge: | Existing lexical resources for semantic annotation of synonyms are lacking in computational language processing. |
| Approach: | They describe a bilingual lexical resource being built to investigate verbal synonymy in bilingual context and relate semantic roles common to one synonym class to verb arguments. |
| Outcome: | The proposed resource is based on English and Czech WordNet, FrameNet, PropBank, VerbNet (SemLink), and valency lexicons for Czech and English (PDT-Vallex, Vallex, and EngValleX). |
LinguaGame: A Linguistically Grounded Game-Theoretic Paradigm for Multi-Agent Dialogue Generation (2026.findings-acl)
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| Challenge: | Large Language Models (LLMs) have enabled Multi-Agent Systems (MASs) where agents interact through natural language to solve complex tasks or simulate multi-party dialogues. |
| Approach: | They propose a linguistically-grounded game-theoretic paradigm for multi-agent dialogue generation that uses a training-free equilibrium approximation algorithm to model dialogue over communicative intents and strategies. |
| Outcome: | The proposed framework improves agents’ communication efficiency by helping them convey their intended meaning more effectively through language. |
MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration (2025.findings-acl)
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| Challenge: | Recent advances in medical Large Language Models have demonstrated powerful reasoning and diagnostic capabilities. |
| Approach: | They propose a modular multi-agent framework for multi-modal medical diagnosis . they decompose the medical diagnostic process into specialized roles . |
| Outcome: | The framework decomposes the medical diagnostic process into specialized roles . it achieves significant performance improvements ranging from 18% to 365% compared to baseline models. |