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LJ Miranda

2 accepted papers

2025

RewardBench: Evaluating Reward Models for Language Modeling

NAACL 2025findings

Reward models (RMs) are at the crux of successfully using RLHF to align pretrained models to human preferences, yet there has been relatively little study that focuses on evaluation of those models. Evaluating reward models presents an opportunity to understand the opaque technologies used for align…

2024

Universal NER: A Gold-Standard Multilingual Named Entity Recognition Benchmark

NAACL 2024long

We introduce Universal NER (UNER), an open, community-driven project to develop gold-standard NER benchmarks in many languages. The overarching goal of UNER is to provide high-quality, cross-lingually consistent annotations to facilitate and standardize multilingual NER research. UNER v1 contains 19…