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Shweti Mahajan

2 accepted papers

2024

Automatic Pair Construction for Contrastive Post-training

NAACL 2024findings

Alignment serves as an important step to steer large language models (LLMs) towards human preferences. In this paper, we propose an automatic way to construct contrastive data for LLM, using preference pairs from multiple models of varying strengths (e.g., InstructGPT, ChatGPT and GPT-4). We compare…

2022

Lexi: Self-Supervised Learning of the UI Language

EMNLP 2022finding

Humans can learn to operate the user interface (UI) of an application by reading an instruction manual or how-to guide. Along with text, these resources include visual content such as UI screenshots and images of application icons referenced in the text. We explore how to leverage this data to learn…