Songming Zhang
11 papers · 2022–2026 · 4 venues · across top CS/AI venues
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Natural Language Processing
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large language model
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knowledge distillation
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neural machine translation
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direct preference optimization
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model compression
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language model
(2)
adversarial training
(1)
model architecture
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reinforcement learning
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factual knowledge
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text generation
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automatic speech recognition
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ensemble learning
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language model alignment
(1)
reinforcement learning from human feedback
(1)
cross-lingual alignment
(1)
paraphrase generation
(1)
output distribution
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data augmentation
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catastrophic forgetting
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Papers
Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning
ACL 2026
AlignDistil: Token-Level Language Model Alignment as Adaptive Policy Distillation
ACL 2025
CM-Align: Consistency-based Multilingual Alignment for Large Language Models
EMNLP 2025
Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts
ACL 2025
Multilingual Knowledge Editing with Language-Agnostic Factual Neurons
COLING 2025
Dual-Space Knowledge Distillation for Large Language Models
EMNLP 2024
A Quality-based Syntactic Template Retriever for Syntactically-Controlled Paraphrase Generation
EMNLP 2023
Towards Understanding and Improving Knowledge Distillation for Neural Machine Translation
ACL 2023
Adversarially Improving NMT Robustness to ASR Errors with Confusion Sets
AACL 2022
Conditional Bilingual Mutual Information Based Adaptive Training for Neural Machine Translation
ACL 2022
Improved Data Augmentation for Translation Suggestion
EMNLP 2022