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20242026
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cs.CL2026

Argument Reconstruction as Supervision for Critical Thinking in LLMs

Hyun Ryu, Gyouk Chu, Gregor Betz +3

To think critically about arguments, human learners are trained to identify, reconstruct, and evaluate arguments. Argument reconstruction is especially important because it makes a…

cs.CL2026

ReviewScore: Misinformed Peer Review Detection with Large Language Models

Hyun Ryu, Doohyuk Jang, Hyemin S. Lee +16

Peer review serves as a backbone of academic research, but in most AI conferences, the review quality is degrading as the number of submissions explodes. To reliably detect low-qua…

cs.CL2025

Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning

Hyun Ryu, Gyeongman Kim, Hyemin S. Lee +1

Complex logical reasoning tasks require a long sequence of reasoning, which a large language model (LLM) with chain-of-thought prompting still falls short. To alleviate this issue,…

cs.CL2024

Closer Look at Efficient Inference Methods: A Survey of Speculative Decoding

Hyun Ryu, Eric Kim

Efficient inference in large language models (LLMs) has become a critical focus as their scale and complexity grow. Traditional autoregressive decoding, while effective, suffers fr…

cs.CL2024

HyperCLOVA X Technical Report

Kang Min Yoo, Jaegeun Han, Sookyo In +393

We introduce HyperCLOVA X, a family of large language models (LLMs) tailored to the Korean language and culture, along with competitive capabilities in English, math, and coding. H…