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Cassiano O Becker

2 accepted papers

2025

Concept Distillation from Strong to Weak Models via Hypotheses-to-Theories Prompting

NAACL 2025industry

Hand-crafting high quality prompts to optimize the performance of language models is a complicated and labor-intensive process. Furthermore, when migrating to newer, smaller, or weaker models (possibly due to latency or cost gains), prompts need to be updated to re-optimize the task performance. We…

Cited by 0SourcePDFScholar
2025

Node Similarities under Random Projections: Limits and Pathological Cases

ICLR 2025poster

Random Projections have been widely used to generate embeddings for various graph learning tasks due to their computational efficiency. The majority of applications have been justified through the Johnson-Lindenstrauss Lemma. In this paper, we take a step further and investigate how well dot product…

Cited by 0SourcePDFScholar