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cs.CL2025
Fine-Tuning LLMs with Fine-Grained Human Feedback on Text Spans
Sky CH-Wang, Justin Svegliato, Helen Appel +1
We present a method and dataset for fine-tuning language models with preference supervision using feedback-driven improvement chains. Given a model response, an annotator provides…
cs.CL2024
GLIDER: Grading LLM Interactions and Decisions using Explainable Ranking
Darshan Deshpande, Selvan Sunitha Ravi, Sky CH-Wang +3
The LLM-as-judge paradigm is increasingly being adopted for automated evaluation of model outputs. While LLM judges have shown promise on constrained evaluation tasks, closed sourc…
cs.CL2024
Do Androids Know They're Only Dreaming of Electric Sheep?
Sky CH-Wang, Benjamin Van Durme, Jason Eisner +1
We design probes trained on the internal representations of a transformer language model to predict its hallucinatory behavior on three grounded generation tasks. To train the prob…