Papers by Victor Ma

2 papers
Transformers: State-of-the-Art Natural Language Processing (2020.emnlp-demos)

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Challenge: Transformers is an open-source library that aims to open up advances in natural language processing to the wider machine learning community.
Approach: they propose an open-source library that aims to open up advances in machine learning to the wider community.
Outcome: Transformers is an open-source library with the goal of opening up these advances to the wider machine learning community.
CPO: Addressing Reward Ambiguity in Role-playing Dialogue via Comparative Policy Optimization (2025.findings-emnlp)

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Challenge: Comparative Policy Optimization (CPO) redefines the reward evaluation paradigm by shifting from sample-wise scoring to comparative group-wise score.
Approach: They propose a method to optimize subjective tasks by shifting from sample-wise to comparative group-wise scoring.
Outcome: The proposed framework shifts from sample-wise scoring to comparative group-wise score . it minimizes contextual bias and enables more robust and fair performance evaluation.

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