BloombergGPT: A Large Language Model for Finance

no code implementations • 30 Mar 2023 • Shijie Wu, Ozan Irsoy, Steven Lu, Vadim Dabravolski, Mark Dredze, Sebastian Gehrmann, Prabhanjan Kambadur, David Rosenberg, Gideon Mann

The use of NLP in the realm of financial technology is broad and complex, with applications ranging from sentiment analysis and named entity recognition to question answering.

Causal Judgment Date Understanding +21

Dual Reinforcement-Based Specification Generation for Image De-Rendering

no code implementations • 2 Mar 2021 • Ramakanth Pasunuru, David Rosenberg, Gideon Mann, Mohit Bansal

Since these are sequence models, we must choose an ordering of the objects in the graphics programs for likelihood training.

Inductive Bias

Improving Grey-Box Fuzzing by Modeling Program Behavior

no code implementations • 21 Nov 2018 • Siddharth Karamcheti, Gideon Mann, David Rosenberg

While these fuzzers have been able to find vulnerabilities in many widely used programs, they are not efficient; of the millions of inputs executed by AFL in a typical fuzzing run, only a handful discover unseen behavior or trigger a crash.

Adaptive Grey-Box Fuzz-Testing with Thompson Sampling

no code implementations • 24 Aug 2018 • Siddharth Karamcheti, Gideon Mann, David Rosenberg

Fuzz testing, or "fuzzing," refers to a widely deployed class of techniques for testing programs by generating a set of inputs for the express purpose of finding bugs and identifying security flaws.

Thompson Sampling

Twitter as a Source of Global Mobility Patterns for Social Good

no code implementations • 20 Jun 2016 • Mark Dredze, Manuel García-Herranz, Alex Rutherford, Gideon Mann

Data on human spatial distribution and movement is essential for understanding and analyzing social systems.

Humanitarian