Picture for Xinnian Liang

Xinnian Liang

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Add code
Jun 18, 2025
Viaarxiv icon

What are they talking about? Benchmarking Large Language Models for Knowledge-Grounded Discussion Summarization

Add code
May 18, 2025
Viaarxiv icon

AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning

Add code
May 17, 2025
Viaarxiv icon

m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt

Add code
Mar 26, 2024
Figure 1 for m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt
Figure 2 for m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt
Figure 3 for m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt
Figure 4 for m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt
Viaarxiv icon

Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework

Add code
Feb 18, 2024
Viaarxiv icon

MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL

Add code
Dec 26, 2023
Figure 1 for MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
Figure 2 for MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
Figure 3 for MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
Figure 4 for MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
Viaarxiv icon

Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization

Add code
Oct 16, 2023
Figure 1 for Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization
Figure 2 for Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization
Figure 3 for Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization
Figure 4 for Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization
Viaarxiv icon

KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation

Add code
Jun 27, 2023
Figure 1 for KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation
Figure 2 for KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation
Figure 3 for KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation
Figure 4 for KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation
Viaarxiv icon

GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking

Add code
May 29, 2023
Figure 1 for GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking
Figure 2 for GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking
Figure 3 for GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking
Figure 4 for GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking
Viaarxiv icon

Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System

Add code
Apr 26, 2023
Figure 1 for Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System
Figure 2 for Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System
Figure 3 for Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System
Figure 4 for Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System
Viaarxiv icon