Yutai Hou
18 papers · 2017–2026 · 6 venues · across top CS/AI venues
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Machine Learning
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Artificial Intelligence
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Learning Types · Machine Learning
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Deep Learning
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Learning Types · Deep Learning
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Optimization & Theory
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Keywords
few-shot learning
(4)
language model
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tool use
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reinforcement learning
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data augmentation
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large language model
(2)
text generation
(2)
prompt engineering
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agent system
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slot tagging
(2)
multi-task learning
(1)
knowledge editing
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language model adaptation
(1)
cross-lingual transfer
(1)
benchmark evaluation
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image classification
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knowledge distillation
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multi-label classification
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transfer learning
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continual learning
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Papers
TinyJudge: Unverifiable Constraint Alignment via Lightweight Specialist Ensembles
ACL 2026
iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use
EMNLP 2025
ToolACE: Winning the Points of LLM Function Calling
ICLR 2025
Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch
EMNLP 2025
Beyond Static Evaluation: A Dynamic Approach to Assessing AI Assistants’ API Invocation Capabilities
COLING 2024
Concise and Precise Context Compression for Tool-Using Language Models
ACL 2024
Planning, Creation, Usage: Benchmarking LLMs for Comprehensive Tool Utilization in Real-World Complex Scenarios
ACL 2024
Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification
AAAI 2024
Language Anisotropic Cross-Lingual Model Editing
ACL 2023
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging
ACL 2022
MetaPrompting: Learning to Learn Better Prompts
COLING 2022
C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling
AAAI 2021
Few-shot Learning for Multi-label Intent Detection
AAAI 2021
Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling
ACL 2021
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network
ACL 2020
Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting
EMNLP 2020
Sequence-to-Sequence Data Augmentation for Dialogue Language Understanding
COLING 2018
A Statistical Framework for Product Description Generation
IJCNLP 2017