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2609.24974v1 arXiv License Google

Harness-Zero：透過代理人即Harness進行Harness蒸餾

Harness-Zero: Harness Distillation via Agent-as-Harness

Ye, Haoran、Lu, Yuxing、Dong, Haonan、Su, Zhaochen、Song, Guojie

LLMKnowledge DistillationAgentHarnessLLM-as-JudgeSynthetic DataSelf-Evolution
arXiv 1
Liang-Hsun Huang 許願
2608.26133v1 CC BY 4.0 Anthropic

Agent Seer：從規格理解合成評測情境

Agent Seer: Synthesizing Scenarios from Specification Understanding

Harish Karumuri、Mahesh Vemula、David Lopes Pegna（Apple）

AI AgentTool UseMCPEvaluationSynthetic DataLLM-as-JudgeBenchmark
arXiv 25
Liang-Hsun Huang 許願
2509.20186v4 CC BY 4.0

思考增強預訓練 (Thinking Augmented Pre-training)

Thinking Augmented Pre-training

Liang Wang, Nan Yang, Shaohan Huang, Li Dong, Furu Wei

LLMPre-trainingReasoningSynthetic DataData AugmentationMid-training
arXiv 112
Teds Lin 許願
2601.20789v1 CC BY 4.0 Alibaba / Qwen Team

SERA：軟驗證的高效程式碼倉庫智能體

SERA Soft-Verified Efficient Repository Agents

Ethan Shen, Daniel Tormoen, Saurabh Shah, Ali Farhadi, Tim Dettmers

LLMCode AgentSWE-benchSynthetic DataSoftware Engineering開源模型
arXiv 100
kerg kerg 許願
2604.09531v1 CC BY 4.0

VisionFoundry：用合成圖像教導視覺語言模型學習視覺感知

VisionFoundry Teaching VLMs Visual Perception with Synthetic Images

Guanyu Zhou, Yida Yin, Wenhao Chai, Shengbang Tong, Xingyu Fu, Zhuang Liu

VLMSynthetic DataVisual PerceptionVQAText-to-Image資料生成
arXiv 85
Teds Lin 許願