Papers by Defei Xia
EfficientTool: A Cost-Effective Aligning Framework for Tool-Conditioned Agents in SME Scenarios (2026.acl-industry)
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| Challenge: | Large language models (LLMs) are increasingly adopted in downstream industries, yet aligning proprietary agents remains challenging. |
| Approach: | They propose a cost-effective, tool-conditioned alignment framework that forms a closed loop over data collection, iterative training, and deployment-oriented evaluation. |
| Outcome: | The proposed framework effectively aligns model in SME scenarios while preserving general tool-calling capability. |