Task Diversity Shortens the ICL Plateau

Jaeyeon Kim, Sehyun Kwon, Joo Young Choi, Jongho Park, Jaewoong Cho, Jason D. Lee, Ernest K. Ryu

Language Model TMLR 2025

Task Diversity Shortens the ICL Plateau

Draft-based Approximate Inference for LLMs

Kevin Galim, Ethan Ewer, Wonjun Kang, Minjae Lee, Hyung Il Koo, Kangwook Lee

Language Model ICLR 2026

Draft-based Approximate Inference for LLMs

Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games

Dongmin Park, Minkyu Kim, Beongjun Choi, Junhyuck Kim, Keon Lee, Jonghyun Lee, Inkyu Park, Byeong-Uk Lee, Jaeyoung Hwang, Jaewoo Ahn, Ameya S. Mahabaleshwarkar, Bilal Kartal, Pritam Biswas, Yoshi Suhara, Kangwook Lee, Jaewoong Cho

Language ModelICLR 2026

Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games

T1: Tool-integrated Verification for Test-time Compute Scaling in Small Language Models

Minki Kang, Jongwon Jeong, Jaewoong Cho

Language Model ICLR 2026

T1: Tool-integrated Verification for Test-time Compute Scaling in Small Language Models

In-Context Learning with Hypothesis-Class Guidance

Ziqian Lin, Shubham Kumar Bharti, Kangwook Lee

Language Model arXiv

In-Context Learning with Hypothesis-Class Guidance

LLM-Lasso: A Robust Framework for Domain-Informed Feature Selection and Regularization

Erica Zhang, Ryunosuke Goto, Naomi Sagan, Jurik Mutter, Nick Phillips, Ash Alizadeh, Kangwook Lee, Jose Blanchet, Mert Pilanci, and Robert Tibshirani

Language Model arXiv

LLM-Lasso: A Robust Framework for Domain-Informed Feature Selection and Regularization

Bridging the Gap between Expert and Language Models: Concept-guided Chess Commentary Generation and Evaluation

Jaechang Kim, Jinmin Goh, Inseok Hwang, Jaewoong Cho, Jungseul Ok
Language Model NAACL 2025

Bridging the Gap between Expert and Language Models: Concept-guided Chess Commentary Generation and Evaluation

Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries

Junhyuck Kim, Jongho Park, Jaewoong Cho, Dimitris Papailiopoulos

Language Model ICML 2025

Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries

Multi-Bin Batching for Increasing LLM Inference Throughput

Erica Zhang, Ryunosuke Goto, Naomi Sagan, Jurik Mutter, Nick Phillips, Ash Alizadeh, Kangwook Lee, Jose Blanchet, Mert Pilanci, and Robert Tibshirani

Language Model arXiv

Multi-Bin Batching for Increasing LLM Inference Throughput

Forecasting Future International Events: A Reliable Dataset for Text-Based Event Modeling

Daehoon Gwak, Junwoo Park, Minho Park, ChaeHun Park, Hyunchan Lee, Edward Choi, Jaegul Choo

Language Model EMNLP 2024

Forecasting Future International Events: A Reliable Dataset for Text-Based Event Modeling