SeongryongJung/multi-turn-rollout-chat

Name: SeongryongJung/multi-turn-rollout-chat
Creator: SeongryongJung
Published: 2026-03-28 12:48:36
License: 暂无描述

Hugging Face2026-03-28 更新2026-03-29 收录

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--- dataset_info: - config_name: gdp-val features: - name: id dtype: string - name: tools list: - name: function struct: - name: description dtype: string - name: name dtype: string - name: parameters struct: - name: properties struct: - name: cmd struct: - name: description dtype: string - name: type dtype: string - name: code struct: - name: description dtype: string - name: type dtype: string - name: required list: string - name: type dtype: string - name: type dtype: string - name: messages list: - name: content dtype: string - name: reasoning_content dtype: 'null' - name: role dtype: string - name: tool_calls list: - name: arguments struct: - name: cmd dtype: string - name: code dtype: string - name: function dtype: string - name: id dtype: string - name: type dtype: string splits: - name: train num_bytes: 1334035 num_examples: 10 download_size: 358619 dataset_size: 1334035 - config_name: tau2 features: - name: id dtype: string - name: tools list: - name: function struct: - name: description dtype: string - name: name dtype: string - name: parameters struct: - name: properties struct: - name: address1 struct: - name: description dtype: string - name: type dtype: string - name: address2 struct: - name: description dtype: string - name: type dtype: string - name: amount struct: - name: description dtype: string - name: type dtype: string - name: apn_settings struct: - name: description dtype: string - name: app_name struct: - name: description dtype: string - name: type dtype: string - name: cabin struct: - name: description dtype: string - name: type dtype: string - name: city struct: - name: description dtype: string - name: type dtype: string - name: country struct: - name: description dtype: string - name: type dtype: string - name: date struct: - name: description dtype: string - name: type dtype: string - name: destination struct: - name: description dtype: string - name: type dtype: string - name: email struct: - name: description dtype: string - name: type dtype: string - name: expression struct: - name: description dtype: string - name: type dtype: string - name: first_name struct: - name: description dtype: string - name: type dtype: string - name: flight_number struct: - name: description dtype: string - name: type dtype: string - name: flight_type struct: - name: description dtype: string - name: type dtype: string - name: flights struct: - name: description dtype: string - name: type dtype: string - name: insurance struct: - name: description dtype: string - name: type dtype: string - name: item_ids struct: - name: description dtype: string - name: type dtype: string - name: last_name struct: - name: description dtype: string - name: type dtype: string - name: mode struct: - name: description dtype: string - name: new_item_ids struct: - name: description dtype: string - name: type dtype: string - name: nonfree_baggages struct: - name: description dtype: string - name: type dtype: string - name: order_id struct: - name: description dtype: string - name: type dtype: string - name: origin struct: - name: description dtype: string - name: type dtype: string - name: passengers struct: - name: description dtype: string - name: type dtype: string - name: payment_id struct: - name: description dtype: string - name: type dtype: string - name: payment_method_id struct: - name: description dtype: string - name: type dtype: string - name: payment_methods struct: - name: description dtype: string - name: type dtype: string - name: permission struct: - name: description dtype: string - name: type dtype: string - name: product_id struct: - name: description dtype: string - name: type dtype: string - name: reason struct: - name: description dtype: string - name: type dtype: string - name: reservation_id struct: - name: description dtype: string - name: type dtype: string - name: state struct: - name: description dtype: string - name: type dtype: string - name: summary struct: - name: description dtype: string - name: type dtype: string - name: total_baggages struct: - name: description dtype: string - name: type dtype: string - name: user_id struct: - name: description dtype: string - name: type dtype: string - name: zip struct: - name: description dtype: string - name: type dtype: string - name: required list: string - name: type dtype: string - name: type dtype: string - name: messages list: - name: content dtype: string - name: reasoning_content dtype: string - name: role dtype: string - name: tool_calls list: - name: arguments struct: - name: address1 dtype: string - name: address2 dtype: string - name: cabin dtype: string - name: city dtype: string - name: country dtype: string - name: customer_id dtype: string - name: date dtype: string - name: destination dtype: string - name: email dtype: string - name: first_name dtype: string - name: flight_number dtype: string - name: flights list: - name: date dtype: string - name: flight_number dtype: string - name: gb_amount dtype: int64 - name: id dtype: string - name: item_ids list: string - name: last_name dtype: string - name: line_id dtype: string - name: new_item_ids list: string - name: nonfree_baggages dtype: string - name: order_id dtype: string - name: origin dtype: string - name: passengers list: - name: dob dtype: string - name: first_name dtype: string - name: last_name dtype: string - name: payment_id dtype: string - name: payment_method_id dtype: string - name: phone_number dtype: string - name: product_id dtype: string - name: reservation_id dtype: string - name: state dtype: string - name: summary dtype: string - name: total_baggages dtype: int64 - name: user_id dtype: string - name: zip dtype: string - name: function dtype: string - name: id dtype: string - name: type dtype: string splits: - name: train num_bytes: 635098 num_examples: 15 download_size: 227532 dataset_size: 635098 configs: - config_name: gdp-val data_files: - split: train path: gdp-val/train-* - config_name: tau2 data_files: - split: train path: tau2/train-* ---

提供机构：

SeongryongJung

搜集汇总

数据集介绍

构建方式

在对话系统与工具调用研究领域，multi-turn-rollout-chat数据集通过精心设计的结构化流程构建而成。该数据集整合了多个配置，每个配置均包含工具定义与多轮对话消息序列。构建过程模拟了真实的人机交互场景，其中工具以函数形式呈现，具备清晰的描述、名称及参数规范。对话消息则记录了用户与助手之间的完整交流轨迹，包括角色、内容以及关键的工具调用细节，确保了数据在语义与逻辑上的一致性。

使用方法

研究人员可利用该数据集进行工具学习、对话状态跟踪以及多轮对话生成模型的训练与评估。通过加载指定配置，可以便捷地访问工具定义和对话历史，模拟助手调用外部工具的过程。数据集中清晰的结构化参数支持模型学习如何根据对话上下文准确解析并执行工具调用。该资源适用于端到端的对话系统开发，亦可用于分析工具使用的有效性与连贯性，推动对话智能体在复杂任务中的实际应用能力。

背景与挑战

背景概述

在人工智能对话系统领域，多轮交互与工具调用能力的融合已成为提升模型实用性的关键研究方向。multi-turn-rollout-chat数据集应运而生，旨在通过模拟真实场景下的多轮对话，训练模型理解复杂用户指令并准确调用外部工具。该数据集由研究团队精心构建，聚焦于解决智能助手在终端操作、航班预订、商品交易等任务中面临的语义解析与工具执行挑战。其核心价值在于推动对话系统从单一响应生成向多步骤任务规划的演进，为具身智能与自动化流程的发展提供了重要数据支撑。

当前挑战

该数据集致力于解决复杂任务导向型对话中工具调用的精准性与连贯性问题，其核心挑战在于模型需在多轮交互中维持上下文一致性，并准确解析嵌套参数以触发正确工具。构建过程中的挑战则体现在高质量对话轨迹的合成上，需要平衡工具多样性、参数复杂性以及对话自然度，同时确保工具调用逻辑与真实应用场景对齐，避免产生语义歧义或执行偏差。

常用场景

经典使用场景

在自然语言处理领域，工具调用与多轮对话的交互范式日益成为研究焦点。multi-turn-rollout-chat数据集通过结构化工具定义和消息序列，为模型在复杂任务中学习工具调用行为提供了经典场景。该数据集模拟真实世界应用，如命令行操作和代码执行，使模型能够通过多轮对话逐步解析用户意图，并调用相应工具完成具体操作，从而推动对话系统向更智能、更实用的方向发展。

解决学术问题

该数据集针对对话系统中工具调用与任务导向交互的学术难题提供了解决方案。它通过丰富的工具参数和消息结构，解决了模型在理解复杂用户指令、动态选择工具以及生成准确参数方面的挑战。其意义在于为评估和提升模型在开放域工具使用能力上设立了基准，促进了对话智能体在真实环境中的泛化性能研究，对推动人机交互技术的理论进展具有深远影响。

实际应用

在实际应用层面，multi-turn-rollout-chat数据集支撑了智能助手和自动化系统的开发。例如，在客户服务、旅行预订或系统管理等场景中，模型可依据数据集训练，准确理解用户需求并调用相应工具执行任务，如生成代码、处理订单或配置设置。这种能力显著提升了服务效率与用户体验，为构建可靠、可扩展的智能交互系统提供了坚实的数据基础。

数据集最近研究