刘耀文
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Category: AI 与机器学习 - 刘耀文
Category
16
articles · from 2025
AI & Machine Learning
2026
13 entries
Implementing a Multi-Turn Intent Recognition Assistant from Scratch: Corpus, State, Routing, and Evaluation
#意图识别
,
#多轮对话
+2
Sep 23
Intent Recognition Service Launch: Latency, Cost, Monitoring, and Error Closure
#意图识别
,
#服务架构
+2
Sep 23
Intent Routing in RAG and Agent: Retrieval, Tools, Small Talk, and Clarification
#意图识别
,
#RAG
+2
Sep 23
意图识别小模型实战：分类头训练、知识蒸馏与低成本部署
#意图识别
,
#小模型
+2
Sep 23
How to Evaluate Intent Recognition: From Classification Accuracy to Multi-turn Task Success Rate
#意图识别
,
#模型评测
+1
Sep 23
What to Do When Intent Is Unclear: Unknown Intent Recognition, Rejection, and Clarification Questions
#意图识别
,
#未知意图
+2
Sep 23
一句话多个意图怎么办：多标签识别、条件与任务依赖
#意图识别
,
#多意图
+2
Sep 23
How to Choose Intent Recognition Models: Rules, TF-IDF, Vector Retrieval, and Small Model Baselines
#意图识别
,
#TF-IDF
+2
Sep 23
How to Design Intent Labels: Classification Granularity, Slot Boundaries, and Multi-level Intent Systems
#意图识别
,
#标签设计
+1
Sep 23
Multi-turn Intent Recognition: How Context, Slots, and Dialogue State Work Together
#意图识别
,
#多轮对话
+2
Sep 23
Intent Recognition with LLMs: Prompt, Few-shot, and Structured Output in Practice
#意图识别
,
#LLM
+2
Sep 23
Complex Intent Recognition Corpus: Multi-turn Dialogue Examples, Annotation Methods and JSONL Downloads
#意图识别
,
#语料
+2
Sep 23
How Did Image Generation Suddenly Get Text Rendering Right?
#AI
,
#图像生成
+1
Mar 14
2025
3 entries
《Dispersive Loss：重新审视表征学习中的对比损失》
#深度学习
,
#表示学习
+2
Jun 16
Scaling Language-Free Visual Representation Learning
#深度学习
,
#表示学习
+1
Apr 7
GPT-4o 图像生成机制分析报告
#AI
,
#GPT-4o
+1
Mar 28
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#意图识别
12
#多轮对话
3
#AI
2
#Agent
2
#NLP
2
#图像生成
2
#模型评测
2
#深度学习
2
#表示学习
2
#GPT-4o
1
#LLM
1
#Macro-F1
1
#Prompt
1
#Python
1
#RAG
1
#TF-IDF
1
#上下文
1
#任务依赖
1
#可观测性
1
#向量检索
1
#多意图
1
#多模态
1
#对比学习
1
#小模型
1
#工程实践
1
#幂等
1
#意图澄清
1
#意图路由
1
#拒识
1
#服务架构
1
#未知意图
1
#标签设计
1
#模型训练
1
#状态管理
1
#知识蒸馏
1
#结构化输出
1
#视觉表征
1
#论文
1
#语料
1