Papers with domain-independent
ISO-Standard Domain-Independent Dialogue Act Tagging for Conversational Agents (C18-1)
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| Challenge: | Existing methods for DA annotation are incompatible with each other and do not cover all aspects necessary for open-domain human-machine interaction. |
| Approach: | They propose to map publicly available corpora to a subset of the ISO standard and create a task-independent training corpus for DA classification. |
| Outcome: | The proposed method can train a domain-independent DA tagger on out-of-domain conversational data and achieve robustness across different DA categories. |
LRPLAN: A Multi-Agent Collaboration of Large Language and Reasoning Models for Planning with Implicit & Explicit Constraints (2025.findings-emnlp)
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| Challenge: | LRPlan is a language-based multi-agent system for complex planning problems . large language models are often unable to maintain consistency across the planning process . |
| Approach: | They propose a language-based multi-agent architecture where LLM and LRM agents collaborate at training time to abstract important patterns, heuristics and insights about the domain. |
| Outcome: | The proposed language-based multi-agent architecture outperforms existing models and makes it publicly available. |