Papers with hierarchical task decomposition
PizzaPal: Conversational Pizza Ordering using a High-Density Conversational AI Platform (D18-2)
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| Challenge: | a pizza ordering bot that can be used to order pizzas is described in this paper. |
| Approach: | They describe PizzaPal, a voice-only agent for ordering pizza, and the Conversational AI architecture built at b4.ai. |
| Outcome: | The pizza ordering bot is based on a dialog framework developed by b4.ai . |
FlowSearch: Advancing Deep Research with Dynamic Structured Knowledge Flow (2026.acl-long)
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Yusong Hu, Runmin Ma, Yue Fan, Jinxin Shi, Zongsheng Cao, Yuhao Zhou, Jiakang Yuan, Shuaiyu Zhang, Shiyang Feng, Xiangchao Yan, Shufei Zhang, Wenlong Zhang, Lei Bai, Bo Zhang
| Challenge: | FlowSearch is a multi-agent framework that actively constructs and evolves a dynamic structured knowledge flow to drive subtask execution and reasoning. |
| Approach: | They propose a multi-agent framework that actively constructs and evolves a dynamic structured knowledge flow to drive subtask execution and reasoning. |
| Outcome: | The proposed framework achieves competitive performance on GAIA, HLE, GPQA and TRQA benchmarks and is available to download. |