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stephen, bach, stephen bach, stephen h bach, snorkel, data programming, psl, probabilistic soft logic, machine learning, weak supervision, weakly supervised, srl, statistical relational learning, info
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site name
author
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2026-02-19 02:13:53
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Stephen Bach Stephen Bach Assistant Professor Computer Science Department Brown University, Providence, RI sbach@cs.brown.edu CIT 335 Home | BATS | Projects | Publications | Teaching | CV My latest research is on improving the processes by which humans teach and instruct computers. That includes engineering training data, with methods like programmatic weak supervision, as well as learning to generalize from fewer examples, with methods like zero-shot and few-shot learning. Often, our group's methods focus on exploiting high-level, symbolic or otherwise semantically meaningful domain knowledge. Lately I'm particularly excited by the ways these directions intersect. Applications of our work include information extraction, image understanding, scientific discovery, and other areas of data science. News Our work on GPT-4 and low-resource languages won the Best Paper Award at the NeurIPS Workshop on Socially Responsible Langu...
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7 - linqs.org, reza.website, littmania.com, yupeilin.com, maxzuo.ai, snorkel.org
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