Seungone Kim

RefineBench: Evaluating Refinement Capability of Language Models via Checklists

OptimalThinkingBench: Evaluating Over and Underthinking in LLMs

The CoT Encyclopedia: Analyzing, Predicting, and Controlling how a Reasoning Model will Think

Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning

FREESON: Retriever-Free Retrieval-Augmented Reasoning via Corpus-Traversing MCTS

MIP-Bench: Can LLMs Implicitly Personalize Responses Using Long-Term Memory?

VideoJudge: Bootstrapping Enables Scalable Supervision of MLLM-as-a-Judge for Video Understanding

Latent Reasoning via Sentence Embedding Prediction

Scaling Evaluation-time Compute with Reasoning Models as Process Evaluators

Web-Shepherd: Advancing PRMs for Reinforcing Web Agents

Better Instruction-Following Through Minimum Bayes Risk

M-Prometheus: A Suite of Open Multilingual LLM Judges

Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages

Bridging the Data Provenance Gap Across Text, Speech, and Video

Reasoning Models Better Express Their Confidence