Xinnian Liang
16 papers · 2020–2025 · 9 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (33) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
π€
Dynamic Duo
(13)
β
The Questioner
π₯
Unstoppable Β· Bronze
π
Century Club Β· Bronze
β‘
Prolific Year Β· Productive
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Keyword Collector
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Research topics
Natural Language Processing
(12)
Artificial Intelligence
(9)
Core AI
(8)
Machine Learning
(7)
Generation
(7)
Deep Learning
(6)
Learning Types Β· Machine Learning
(5)
Applications
(4)
Core Methods
(4)
Learning Types Β· Deep Learning
(4)
Resources & Methods
(4)
Application Areas
(2)
Learning Paradigms
(2)
Computer Science
(1)
Interdisciplinary
(1)
Keywords
dialogue summarization
(4)
large language model
(3)
domain adaptation
(2)
few-shot learning
(2)
chain-of-thought reasoning
(2)
unsupervised learning
(2)
multi-domain learning
(2)
response generation
(2)
low-resource language
(2)
dialogue system
(2)
style transfer
(1)
natural language generation
(1)
topic modeling
(1)
cross-lingual transfer
(1)
continual learning
(1)
relation extraction
(1)
multimodal learning
(1)
machine translation
(1)
text generation
(1)
knowledge distillation
(1)
Papers
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
COLING 2025
MKT: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain Chinese Spelling Correction
EMNLP 2025
One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs
ICML 2025
What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization
IJCNLP 2025
XCOT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning
AAAI 2025
m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt
COLING 2024
Enhancing Dialogue Summarization with Topic-Aware Global- and Local- Level Centrality
EACL 2023
Iterative Nearest Neighbour Machine Translation for Unsupervised Domain Adaptation
ACL 2023
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization
EMNLP 2023
An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework Based on Semantic Blocks
COLING 2022
Modeling Multi-Granularity Hierarchical Features for Relation Extraction
NAACL 2022
Towards Modeling Role-Aware Centrality for Dialogue Summarization
AACL 2022
Improving Unsupervised Extractive Summarization with Facet-Aware Modeling
ACL 2021
Learning to Copy Coherent Knowledge for Response Generation
AAAI 2021
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context
EMNLP 2021
StyleDGPT: Stylized Response Generation with Pre-trained Language Models
EMNLP 2020