Search Results for author: Satya Sai Srinath Namburi

Found 2 papers, 1 papers with code

Pearls from Pebbles: Improved Confidence Functions for Auto-labeling

no code implementations24 Apr 2024 Harit Vishwakarma, Reid, Chen, Sui Jiet Tay, Satya Sai Srinath Namburi, Frederic Sala, Ramya Korlakai Vinayak

We develop a tractable version of the framework to obtain \texttt{Colander} (Confidence functions for Efficient and Reliable Auto-labeling), a new post-hoc method specifically designed to maximize performance in TBAL systems.

The Cost of Compression: Investigating the Impact of Compression on Parametric Knowledge in Language Models

1 code implementation1 Dec 2023 Satya Sai Srinath Namburi, Makesh Sreedhar, Srinath Srinivasan, Frederic Sala

Two standard compression techniques are pruning and quantization, with the former eliminating redundant connections in model layers and the latter representing model parameters with fewer bits.

Decoder Quantization

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