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20172025
most citedInformed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems

806 citations · 871 across the 9 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.CL2022

Zero-Shot Text Matching for Automated Auditing using Sentence Transformers

David Biesner, Maren Pielka, Rajkumar Ramamurthy +4

Natural language processing methods have several applications in automated auditing, including document or passage classification, information retrieval, and question answering. Ho…

cs.CL2022★ 54 cited

Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization

Rajkumar Ramamurthy, Prithviraj Ammanabrolu, Kianté Brantley +5

We tackle the problem of aligning pre-trained large language models (LMs) with human preferences. If we view text generation as a sequential decision-making problem, reinforcement…