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Chengwei Qin

A Survey of Frontiers in LLM Reasoning: Inference Scaling, Learning to Reason, and Agentic Systems

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Apr 12, 2025
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Unicorn: Text-Only Data Synthesis for Vision Language Model Training

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Mar 28, 2025
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StructTest: Benchmarking LLMs' Reasoning through Compositional Structured Outputs

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Dec 23, 2024
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LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments

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Aug 28, 2024
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Self-Taught Recognizer: Toward Unsupervised Adaptation for Speech Foundation Models

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May 23, 2024
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Listen Again and Choose the Right Answer: A New Paradigm for Automatic Speech Recognition with Large Language Models

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May 16, 2024
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Relevant or Random: Can LLMs Truly Perform Analogical Reasoning?

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Apr 19, 2024
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Lifelong Event Detection with Embedding Space Separation and Compaction

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Apr 03, 2024
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How Much are LLMs Contaminated? A Comprehensive Survey and the LLMSanitize Library

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Mar 31, 2024
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Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges

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Mar 05, 2024
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