Papers with Production
Agent-Ops: A Multi-Agent Orchestration Framework for End-to-End SOP Automation in E-Commerce Operations (2026.acl-industry)
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| Challenge: | Existing Large Language Models fail to execute multistep operational workflows requiring precise procedural adherence. |
| Approach: | They propose an end-to-end multi-agent framework automating Standard Operating Procedures in e-commerce. |
| Outcome: | The proposed framework achieves 85-97% accuracy and a 94.2% execution consistency in e-commerce . it is based on a human-AI framework that transforms ambiguous documentation into automation-ready specifications . |
Domain-Agnostic Neural Architecture for Class Incremental Continual Learning in Document Processing Platform (2023.acl-industry)
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| Challenge: | Recent methods with stochastic gradient learning struggle in streaming data setups and are restricted to specific domains. |
| Approach: | They propose a fully differentiable architecture that enables the training of high-performance classifiers when examples from each class are presented separately. |
| Outcome: | The proposed architecture achieves SOTA results without a memory buffer and clearly outperforms the reference methods. |