Datasets:

ZachW
/

gpt-oss-20b_writingbench-en100

task_id stringlengths 1 3	input stringlengths 67 15.3k	raw_output stringlengths 1.57k 54k	thinking_content stringlengths 384 46.8k ⌀	final_answer stringlengths 37 54k	finish_reason stringclasses 2 values	prompt_tokens int64 81 2.59k	completion_tokens int64 324 8.19k	max_tokens int64 8.19k 8.19k
8	Design and Optimization of Intelligent Manufacturing Systems Based on Artificial Intelligence Technology ### 1 Analysis of AI Applications in Manufacturing #### 1.1 Visual Inspection and Defect Recognition In the field of manufacturing, visual inspection and defect recognition technologies have been develop...	analysisWe need to write a Chinese abstract for the paper. 300-400 Chinese words. Should summarize the content: AI applications in manufacturing, system architecture, HMI, data collection, algorithm design, optimization aspects: performance, process, quality, resource utilization. Provide key contributions. 300-400 Chi...	We need to write a Chinese abstract for the paper. 300-400 Chinese words. Should summarize the content: AI applications in manufacturing, system architecture, HMI, data collection, algorithm design, optimization aspects: performance, process, quality, resource utilization. Provide key contributions. 300-400 Chinese cha...	摘要本文系统阐述了基于人工智能技术的智能制造系统的设计与优化路径。首先从视觉检测与缺陷识别、预测性维护与故障诊断等关键技术出发，分析了其在电子、汽车等行业中的应用现状与发展趋势。随后提出了分层式系统架构，强调物理设备、数据处理与决策层的协同与可扩展性，并在此基础上设计了人机交互界面，兼顾触控、语音与手势等多模态交互，提升操作直观性与安全性。数据采集与处理环节通过高密度传感网络与实时流式平台实现全流程信息闭环，为深度学习与强化学习模型提供高质量训练与推理数据。算法模型层面，结合卷积网络、循环网络与强化学习，构建了质量检测、工艺参数优化与维护调度的多任务智能决策框架。最后从系统性能、工艺流程、产品质量与资源利用四个维度展开...	stop	1,877	1,252	8,192
19	Please help me write a technical podcast (1000–2000 words) introducing the main contributions of the Apache POI open-source technology library.	analysisWe need to write a technical podcast script, 1000-2000 words, introducing main contributions of Apache POI. Should be like a podcast script: introduction, segments, maybe interviews, but it's a script. Should be technical, but accessible. Should cover main contributions: reading/writing Microsoft Office files (...	null	analysisWe need to write a technical podcast script, 1000-2000 words, introducing main contributions of Apache POI. Should be like a podcast script: introduction, segments, maybe interviews, but it's a script. Should be technical, but accessible. Should cover main contributions: reading/writing Microsoft Office files (...	length	96	8,192	8,192
29	Please help me write a technical review on the limitations of deep learning algorithms in industrial implementation, with a detailed analysis of the resource consumption and delay issues caused by computational complexity, as well as the constraints on algorithm deployment due to real-time requirements. The review shou...	analysisWe need to write a technical review on limitations of deep learning algorithms in industrial implementation. Include detailed analysis of resource consumption and delay issues caused by computational complexity, constraints on algorithm deployment due to real-time requirements. Include case studies based on act...	We need to write a technical review on limitations of deep learning algorithms in industrial implementation. Include detailed analysis of resource consumption and delay issues caused by computational complexity, constraints on algorithm deployment due to real-time requirements. Include case studies based on actual indu...	# Technical Review Limitations of Deep‑Learning Algorithms in Industrial Implementation Resource consumption, computational complexity, and real‑time constraints --- ## Abstract Deep learning (DL) has become the de‑facto standard for perception, control, and decision‑making in many industrial domains. ...	stop	137	6,242	8,192
31	"Please help me generate a graduation thesis defense PPT on blockchain technology. Below is my gradu(...TRUNCATED)	"analysisWe need to generate a PPT content outline for a graduation thesis defense on blockchain tec(...TRUNCATED)	"We need to generate a PPT content outline for a graduation thesis defense on blockchain technology,(...TRUNCATED)	"Graduation Thesis Defense – PPT Outline \n*Title: “Design of an Intelligent, Secure, and R(...TRUNCATED)	stop	2,260	1,331	8,192
34	"Help me write a closing statement for my undergraduate thesis defense. The project is **\"Developme(...TRUNCATED)	"analysisWe need to write a closing statement for an undergraduate thesis defense. The project: \"De(...TRUNCATED)	"We need to write a closing statement for an undergraduate thesis defense. The project: \"Developmen(...TRUNCATED)	"Closing Statement\n\nProject Summary \nThe “Campus Second‑Hand Trading Platform” is (...TRUNCATED)	stop	124	551	8,192
36	"Assume you are a graduate student majoring in Computer Science. Please write a research proposal ba(...TRUNCATED)	"analysisWe need to write a research proposal on microservices security, over 2000 words, academic f(...TRUNCATED)	"We need to write a research proposal on microservices security, over 2000 words, academic format. S(...TRUNCATED)	"题目 \n基于微服务架构的安全防护研究——面向云原生应用的威胁识别(...TRUNCATED)	stop	1,777	3,802	8,192
39	"Please help me write a TensorFlow algorithm library user guide for beginners, here is the relevant (...TRUNCATED)	"analysisWe need to write a TensorFlow algorithm library user guide for beginners, using the provide(...TRUNCATED)	"We need to write a TensorFlow algorithm library user guide for beginners, using the provided inform(...TRUNCATED)	"# TensorFlow Algorithm Library – Beginner’s User Guide \n(Version 1.0 – 27 Apr 2026)(...TRUNCATED)	stop	942	3,346	8,192
41	"Detailed explanation of algorithm's basic principles, flowcharts, core code implementation, with ne(...TRUNCATED)	"analysisWe need to produce a technical document for junior algorithm engineers. Should be training-(...TRUNCATED)	"We need to produce a technical document for junior algorithm engineers. Should be training-style, s(...TRUNCATED)	"# Image‑Processing Algorithms – A Junior Engineer’s Training Guide \n*(All code snippets are(...TRUNCATED)	stop	682	3,328	8,192
47	"Based on the template: Test Report Template\n\n1. Introduction\nA test report is a document written(...TRUNCATED)	"analysisWe need to draft a compatibility test report for a mobile payment application. Use the temp(...TRUNCATED)	"We need to draft a compatibility test report for a mobile payment application. Use the template. In(...TRUNCATED)	"# Compatibility Test Report – Mobile Payment Application \nProject: MobilePay X \n**Test (...TRUNCATED)	stop	772	3,361	8,192
48	"Our school plans to sign a long-term procurement contract with a supplier for desks, chairs and equ(...TRUNCATED)	"analysisWe need to draft a contract for long-term procurement of desks, chairs, equipment. Provide (...TRUNCATED)	"We need to draft a contract for long-term procurement of desks, chairs, equipment. Provide a templa(...TRUNCATED)	"长期采购合同（以下简称“本合同”）\n\n甲方（采购方）： \n学校名称(...TRUNCATED)	stop	530	2,299	8,192

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openai/gpt-oss-20b — writingbench-en100

Model outputs from the micro-creativity inference suite.

Model: openai/gpt-oss-20b
Dataset: writingbench-en100 (100 items)
Part of collection: ZachW/llm-creativity-benchmarks

Generation config

temperature: 0.0
max_tokens:  8192
seed:        42
backend:     vllm

Columns

Column	Description
`task_id`	Unique task identifier
`input`	The exact prompt sent to the model (after meta-prompt application)
`raw_output`	Full model output string
`thinking_content`	Extracted chain-of-thought / thinking block (null for non-thinking models)
`final_answer`	Extracted final answer after thinking is removed
`finish_reason`	`stop` (completed) or `length` (truncated at max_tokens)
`prompt_tokens`	Number of tokens in the prompt
`completion_tokens`	Number of tokens generated
`temperature`	Sampling temperature used
`max_tokens`	Token generation limit

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